diff --git a/docs/my-website/docs/mcp.md b/docs/my-website/docs/mcp.md
index 9365b0a554..6333f7f091 100644
--- a/docs/my-website/docs/mcp.md
+++ b/docs/my-website/docs/mcp.md
@@ -246,8 +246,203 @@ litellm_settings:
 </TabItem>
 </Tabs>
 
-## MCP Tool Filtering
+## Converting OpenAPI Specs to MCP Servers
 
+LiteLLM can automatically convert OpenAPI specifications into MCP servers, allowing you to expose any REST API as MCP tools. This is useful when you have existing APIs with OpenAPI/Swagger documentation and want to make them available as MCP tools.
+
+### Benefits
+
+- **Rapid Integration**: Convert existing APIs to MCP tools without writing custom MCP server code
+- **Automatic Tool Generation**: LiteLLM automatically generates MCP tools from your OpenAPI spec
+- **Unified Interface**: Use the same MCP interface for both native MCP servers and OpenAPI-based APIs
+- **Easy Testing**: Test and iterate on API integrations quickly
+
+### Configuration
+
+Add your OpenAPI-based MCP server to your `config.yaml`:
+
+```yaml title="config.yaml - OpenAPI to MCP" showLineNumbers
+model_list:
+  - model_name: gpt-4o
+    litellm_params:
+      model: openai/gpt-4o
+      api_key: sk-xxxxxxx
+
+mcp_servers:
+  # OpenAPI Spec Example - Petstore API
+  petstore_mcp:
+    url: "https://petstore.swagger.io/v2"
+    spec_path: "/path/to/openapi.json"
+    auth_type: "none"
+  
+  # OpenAPI Spec with API Key Authentication
+  my_api_mcp:
+    url: "http://0.0.0.0:8090"
+    spec_path: "/path/to/openapi.json"
+    auth_type: "api_key"
+    auth_value: "your-api-key-here"
+  
+  # OpenAPI Spec with Bearer Token
+  secured_api_mcp:
+    url: "https://api.example.com"
+    spec_path: "/path/to/openapi.json" 
+    auth_type: "bearer_token"
+    auth_value: "your-bearer-token"
+```
+
+### Configuration Parameters
+
+| Parameter | Required | Description |
+|-----------|----------|-------------|
+| `url` | Yes | The base URL of your API endpoint |
+| `spec_path` | Yes | Path or URL to your OpenAPI specification file (JSON or YAML) |
+| `auth_type` | No | Authentication type: `none`, `api_key`, `bearer_token`, `basic`, `authorization` |
+| `auth_value` | No | Authentication value (required if `auth_type` is set) |
+| `description` | No | Optional description for the MCP server |
+| `allowed_tools` | No | List of specific tools to allow (see [MCP Tool Filtering](#mcp-tool-filtering)) |
+| `disallowed_tools` | No | List of specific tools to block (see [MCP Tool Filtering](#mcp-tool-filtering)) |
+
+### Usage Example
+
+Once configured, you can use the OpenAPI-based MCP server just like any other MCP server:
+
+<Tabs>
+<TabItem value="fastmcp" label="Python FastMCP">
+
+```python title="Using OpenAPI-based MCP Server" showLineNumbers
+from fastmcp import Client
+import asyncio
+
+# Standard MCP configuration
+config = {
+    "mcpServers": {
+        "petstore": {
+            "url": "http://localhost:4000/petstore_mcp/mcp",
+            "headers": {
+                "x-litellm-api-key": "Bearer sk-1234"
+            }
+        }
+    }
+}
+
+# Create a client that connects to the server
+client = Client(config)
+
+async def main():
+    async with client:
+        # List available tools generated from OpenAPI spec
+        tools = await client.list_tools()
+        print(f"Available tools: {[tool.name for tool in tools]}")
+
+        # Example: Get a pet by ID (from Petstore API)
+        response = await client.call_tool(
+            name="getpetbyid", 
+            arguments={"petId": "1"}
+        )
+        print(f"Response:\n{response}\n")
+
+        # Example: Find pets by status
+        response = await client.call_tool(
+            name="findpetsbystatus", 
+            arguments={"status": "available"}
+        )
+        print(f"Response:\n{response}\n")
+
+if __name__ == "__main__":
+    asyncio.run(main())
+```
+
+</TabItem>
+
+<TabItem value="cursor" label="Cursor IDE">
+
+```json title="Cursor MCP Configuration for OpenAPI Server" showLineNumbers
+{
+  "mcpServers": {
+    "Petstore": {
+      "url": "http://localhost:4000/petstore_mcp/mcp",
+      "headers": {
+        "x-litellm-api-key": "Bearer $LITELLM_API_KEY"
+      }
+    }
+  }
+}
+```
+
+</TabItem>
+
+<TabItem value="openai" label="OpenAI Responses API">
+
+```bash title="Using OpenAPI MCP Server with OpenAI" showLineNumbers
+curl --location 'https://api.openai.com/v1/responses' \
+--header 'Content-Type: application/json' \
+--header "Authorization: Bearer $OPENAI_API_KEY" \
+--data '{
+    "model": "gpt-4o",
+    "tools": [
+        {
+            "type": "mcp",
+            "server_label": "petstore",
+            "server_url": "http://localhost:4000/petstore_mcp/mcp",
+            "require_approval": "never",
+            "headers": {
+                "x-litellm-api-key": "Bearer YOUR_LITELLM_API_KEY"
+            }
+        }
+    ],
+    "input": "Find all available pets in the petstore",
+    "tool_choice": "required"
+}'
+```
+
+</TabItem>
+</Tabs>
+
+### How It Works
+
+1. **Spec Loading**: LiteLLM loads your OpenAPI specification from the provided `spec_path`
+2. **Tool Generation**: Each API endpoint in the spec becomes an MCP tool
+3. **Parameter Mapping**: OpenAPI parameters are automatically mapped to MCP tool parameters
+4. **Request Handling**: When a tool is called, LiteLLM converts the MCP request to the appropriate HTTP request
+5. **Response Translation**: API responses are converted back to MCP format
+
+### OpenAPI Spec Requirements
+
+Your OpenAPI specification should follow standard OpenAPI/Swagger conventions:
+- **Supported versions**: OpenAPI 3.0.x, OpenAPI 3.1.x, Swagger 2.0
+- **Required fields**: `paths`, `info` sections should be properly defined
+- **Operation IDs**: Each operation should have a unique `operationId` (this becomes the tool name)
+- **Parameters**: Request parameters should be properly documented with types and descriptions
+
+### Example OpenAPI Spec Structure
+
+```yaml title="sample-openapi.yaml" showLineNumbers
+openapi: 3.0.0
+info:
+  title: My API
+  version: 1.0.0
+paths:
+  /pets/{petId}:
+    get:
+      operationId: getPetById
+      summary: Get a pet by ID
+      parameters:
+        - name: petId
+          in: path
+          required: true
+          schema:
+            type: integer
+      responses:
+        '200':
+          description: Successful response
+          content:
+            application/json:
+              schema:
+                type: object
+```
+
+## Allow/Disallow MCP Tools
+  
 Control which tools are available from your MCP servers. You can either allow only specific tools or block dangerous ones.
 
 <Tabs>
@@ -306,6 +501,119 @@ mcp_servers:
 - If you specify both `allowed_tools` and `disallowed_tools`, the allowed list takes priority
 - Tool names are case-sensitive
 
+---
+
+## Allow/Disallow MCP Tool Parameters
+
+Control which parameters are allowed for specific MCP tools using the `allowed_params` configuration. This provides fine-grained control over tool usage by restricting the parameters that can be passed to each tool.
+
+### Configuration
+
+`allowed_params` is a dictionary that maps tool names to lists of allowed parameter names. When configured, only the specified parameters will be accepted for that tool - any other parameters will be rejected with a 403 error.
+
+```yaml title="config.yaml with allowed_params" showLineNumbers
+mcp_servers:
+  deepwiki_mcp:
+    url: https://mcp.deepwiki.com/mcp
+    transport: "http"
+    auth_type: "none"
+    allowed_params:
+      # Tool name: list of allowed parameters
+      read_wiki_contents: ["status"]
+  
+  my_api_mcp:
+    url: "https://my-api-server.com"
+    auth_type: "api_key"
+    auth_value: "my-key"
+    allowed_params:
+      # Using unprefixed tool name
+      getpetbyid: ["status"]
+      # Using prefixed tool name (both formats work)
+      my_api_mcp-findpetsbystatus: ["status", "limit"]
+      # Another tool with multiple allowed params
+      create_issue: ["title", "body", "labels"]
+```
+
+### How It Works
+
+1. **Tool-specific filtering**: Each tool can have its own list of allowed parameters
+2. **Flexible naming**: Tool names can be specified with or without the server prefix (e.g., both `"getpetbyid"` and `"my_api_mcp-getpetbyid"` work)
+3. **Whitelist approach**: Only parameters in the allowed list are permitted
+4. **Unlisted tools**: If `allowed_params` is not set, all parameters are allowed
+5. **Error handling**: Requests with disallowed parameters receive a 403 error with details about which parameters are allowed
+
+### Example Request Behavior
+
+With the configuration above, here's how requests would be handled:
+
+**✅ Allowed Request:**
+```json
+{
+  "tool": "read_wiki_contents",
+  "arguments": {
+    "status": "active"
+  }
+}
+```
+
+**❌ Rejected Request:**
+```json
+{
+  "tool": "read_wiki_contents",
+  "arguments": {
+    "status": "active",
+    "limit": 10  // This parameter is not allowed
+  }
+}
+```
+
+**Error Response:**
+```json
+{
+  "error": "Parameters ['limit'] are not allowed for tool read_wiki_contents. Allowed parameters: ['status']. Contact proxy admin to allow these parameters."
+}
+```
+
+### Use Cases
+
+- **Security**: Prevent users from accessing sensitive parameters or dangerous operations
+- **Cost control**: Restrict expensive parameters (e.g., limiting result counts)
+- **Compliance**: Enforce parameter usage policies for regulatory requirements
+- **Staged rollouts**: Gradually enable parameters as tools are tested
+- **Multi-tenant isolation**: Different parameter access for different user groups
+
+### Combining with Tool Filtering
+
+`allowed_params` works alongside `allowed_tools` and `disallowed_tools` for complete control:
+
+```yaml title="Combined filtering example" showLineNumbers
+mcp_servers:
+  github_mcp:
+    url: "https://api.githubcopilot.com/mcp"
+    auth_type: oauth2
+    authorization_url: https://github.com/login/oauth/authorize
+    token_url: https://github.com/login/oauth/access_token
+    client_id: os.environ/GITHUB_OAUTH_CLIENT_ID
+    client_secret: os.environ/GITHUB_OAUTH_CLIENT_SECRET
+    scopes: ["public_repo", "user:email"]
+    # Only allow specific tools
+    allowed_tools: ["create_issue", "list_issues", "search_issues"]
+    # Block dangerous operations
+    disallowed_tools: ["delete_repo"]
+    # Restrict parameters per tool
+    allowed_params:
+      create_issue: ["title", "body", "labels"]
+      list_issues: ["state", "sort", "perPage"]
+      search_issues: ["query", "sort", "order", "perPage"]
+```
+
+This configuration ensures that:
+1. Only the three listed tools are available
+2. The `delete_repo` tool is explicitly blocked
+3. Each tool can only use its specified parameters
+
+---
+
 ## MCP Server Access Control
 
 LiteLLM Proxy provides two methods for controlling access to specific MCP servers:
diff --git a/docs/my-website/docs/providers/vertex_partner.md b/docs/my-website/docs/providers/vertex_partner.md
index 856f054b8e..48a116eb7a 100644
--- a/docs/my-website/docs/providers/vertex_partner.md
+++ b/docs/my-website/docs/providers/vertex_partner.md
@@ -16,7 +16,6 @@ import TabItem from '@theme/TabItem';
 | AI21 (Jamba) | `vertex_ai/jamba-*` | [Vertex AI - AI21 Models](https://cloud.google.com/vertex-ai/generative-ai/docs/partner-models/ai21) |
 | Qwen | `vertex_ai/qwen/*` | [Vertex AI - Qwen Models](https://cloud.google.com/vertex-ai/generative-ai/docs/maas/qwen) |
 | OpenAI (GPT-OSS) | `vertex_ai/openai/gpt-oss-*` | [Vertex AI - GPT-OSS Models](https://console.cloud.google.com/vertex-ai/publishers/openai/model-garden/) |
-| Model Garden | `vertex_ai/openai/{MODEL_ID}` or `vertex_ai/{MODEL_ID}` | [Vertex Model Garden](https://cloud.google.com/model-garden?hl=en) |
 
 ## Vertex AI - Anthropic (Claude)
 
@@ -793,112 +792,3 @@ curl http://0.0.0.0:4000/v1/chat/completions \
 
 </TabItem>
 </Tabs>
-
-## Model Garden
-
-:::tip
-
-All OpenAI compatible models from Vertex Model Garden are supported. 
-
-:::
-
-#### Using Model Garden
-
-**Almost all Vertex Model Garden models are OpenAI compatible.**
-
-<Tabs>
-
-<TabItem value="openai" label="OpenAI Compatible Models">
-
-| Property | Details |
-|----------|---------|
-| Provider Route | `vertex_ai/openai/{MODEL_ID}` |
-| Vertex Documentation | [Model Garden LiteLLM Inference](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/open-models/use-cases/model_garden_litellm_inference.ipynb), [Vertex Model Garden](https://cloud.google.com/model-garden?hl=en) |
-| Supported Operations | `/chat/completions`, `/embeddings` |
-
-<Tabs>
-<TabItem value="sdk" label="SDK">
-
-```python
-from litellm import completion
-import os
-
-## set ENV variables
-os.environ["VERTEXAI_PROJECT"] = "hardy-device-38811"
-os.environ["VERTEXAI_LOCATION"] = "us-central1"
-
-response = completion(
-  model="vertex_ai/openai/<your-endpoint-id>", 
-  messages=[{ "content": "Hello, how are you?","role": "user"}]
-)
-```
-
-</TabItem>
-
-<TabItem value="proxy" label="Proxy">
-
-
-**1. Add to config**
-
-```yaml
-model_list:
-    - model_name: llama3-1-8b-instruct
-      litellm_params:
-        model: vertex_ai/openai/5464397967697903616
-        vertex_ai_project: "my-test-project"
-        vertex_ai_location: "us-east-1"
-```
-
-**2. Start proxy**
-
-```bash
-litellm --config /path/to/config.yaml
-
-# RUNNING at http://0.0.0.0:4000
-```
-
-**3. Test it!**
-
-```bash
-curl --location 'http://0.0.0.0:4000/chat/completions' \
-      --header 'Authorization: Bearer sk-1234' \
-      --header 'Content-Type: application/json' \
-      --data '{
-            "model": "llama3-1-8b-instruct", # 👈 the 'model_name' in config
-            "messages": [
-                {
-                "role": "user",
-                "content": "what llm are you"
-                }
-            ],
-        }'
-```
-
-
-
-
-</TabItem>
-
-</Tabs>
-
-</TabItem>
-
-<TabItem value="non-openai" label="Non-OpenAI Compatible Models">
-
-```python
-from litellm import completion
-import os
-
-## set ENV variables
-os.environ["VERTEXAI_PROJECT"] = "hardy-device-38811"
-os.environ["VERTEXAI_LOCATION"] = "us-central1"
-
-response = completion(
-  model="vertex_ai/<your-endpoint-id>", 
-  messages=[{ "content": "Hello, how are you?","role": "user"}]
-)
-```
-
-</TabItem>
-
-</Tabs>
diff --git a/docs/my-website/docs/providers/vertex_self_deployed.md b/docs/my-website/docs/providers/vertex_self_deployed.md
new file mode 100644
index 0000000000..98eff5d368
--- /dev/null
+++ b/docs/my-website/docs/providers/vertex_self_deployed.md
@@ -0,0 +1,180 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# Vertex AI - Self Deployed Models
+
+Deploy and use your own models on Vertex AI through Model Garden or custom endpoints.
+
+## Model Garden
+
+:::tip
+
+All OpenAI compatible models from Vertex Model Garden are supported. 
+
+:::
+
+### Using Model Garden
+
+**Almost all Vertex Model Garden models are OpenAI compatible.**
+
+<Tabs>
+
+<TabItem value="openai" label="OpenAI Compatible Models">
+
+| Property | Details |
+|----------|---------|
+| Provider Route | `vertex_ai/openai/{MODEL_ID}` |
+| Vertex Documentation | [Model Garden LiteLLM Inference](https://github.com/GoogleCloudPlatform/generative-ai/blob/main/open-models/use-cases/model_garden_litellm_inference.ipynb), [Vertex Model Garden](https://cloud.google.com/model-garden?hl=en) |
+| Supported Operations | `/chat/completions`, `/embeddings` |
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+import os
+
+## set ENV variables
+os.environ["VERTEXAI_PROJECT"] = "hardy-device-38811"
+os.environ["VERTEXAI_LOCATION"] = "us-central1"
+
+response = completion(
+  model="vertex_ai/openai/<your-endpoint-id>", 
+  messages=[{ "content": "Hello, how are you?","role": "user"}]
+)
+```
+
+</TabItem>
+
+<TabItem value="proxy" label="Proxy">
+
+
+**1. Add to config**
+
+```yaml
+model_list:
+    - model_name: llama3-1-8b-instruct
+      litellm_params:
+        model: vertex_ai/openai/5464397967697903616
+        vertex_ai_project: "my-test-project"
+        vertex_ai_location: "us-east-1"
+```
+
+**2. Start proxy**
+
+```bash
+litellm --config /path/to/config.yaml
+
+# RUNNING at http://0.0.0.0:4000
+```
+
+**3. Test it!**
+
+```bash
+curl --location 'http://0.0.0.0:4000/chat/completions' \
+      --header 'Authorization: Bearer sk-1234' \
+      --header 'Content-Type: application/json' \
+      --data '{
+            "model": "llama3-1-8b-instruct", # 👈 the 'model_name' in config
+            "messages": [
+                {
+                "role": "user",
+                "content": "what llm are you"
+                }
+            ],
+        }'
+```
+
+
+
+
+</TabItem>
+
+</Tabs>
+
+</TabItem>
+
+<TabItem value="non-openai" label="Non-OpenAI Compatible Models">
+
+```python
+from litellm import completion
+import os
+
+## set ENV variables
+os.environ["VERTEXAI_PROJECT"] = "hardy-device-38811"
+os.environ["VERTEXAI_LOCATION"] = "us-central1"
+
+response = completion(
+  model="vertex_ai/<your-endpoint-id>", 
+  messages=[{ "content": "Hello, how are you?","role": "user"}]
+)
+```
+
+</TabItem>
+
+</Tabs>
+
+## Gemma Models (Custom Endpoints)
+
+Deploy Gemma models on custom Vertex AI prediction endpoints with OpenAI-compatible format.
+
+| Property | Details |
+|----------|---------|
+| Provider Route | `vertex_ai/gemma/{MODEL_NAME}` |
+| Vertex Documentation | [Vertex AI Prediction](https://cloud.google.com/vertex-ai/docs/predictions/get-predictions) |
+| Required Parameter | `api_base` - Full prediction endpoint URL |
+
+### Usage
+
+<Tabs>
+<TabItem value="proxy" label="Proxy">
+
+**1. Add to config.yaml**
+
+```yaml
+model_list:
+  - model_name: gemma-model
+    litellm_params:
+      model: vertex_ai/gemma/gemma-3-12b-it-1222199011122
+      api_base: https://ENDPOINT.us-central1-PROJECT.prediction.vertexai.goog/v1/projects/PROJECT_ID/locations/us-central1/endpoints/ENDPOINT_ID:predict
+      vertex_project: "my-project-id"
+      vertex_location: "us-central1"
+```
+
+**2. Start proxy**
+
+```bash
+litellm --config /path/to/config.yaml
+```
+
+**3. Test it**
+
+```bash
+curl http://0.0.0.0:4000/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer sk-1234" \
+  -d '{
+    "model": "gemma-model",
+    "messages": [{"role": "user", "content": "What is machine learning?"}],
+    "max_tokens": 100
+  }'
+```
+
+</TabItem>
+
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+
+response = completion(
+    model="vertex_ai/gemma/gemma-3-12b-it-1222199011122",
+    messages=[{"role": "user", "content": "What is machine learning?"}],
+    api_base="https://ENDPOINT.us-central1-PROJECT.prediction.vertexai.goog/v1/projects/PROJECT_ID/locations/us-central1/endpoints/ENDPOINT_ID:predict",
+    vertex_project="my-project-id",
+    vertex_location="us-central1",
+)
+```
+
+</TabItem>
+</Tabs>
diff --git a/docs/my-website/docs/proxy/config_settings.md b/docs/my-website/docs/proxy/config_settings.md
index c674af1237..5135f708e0 100644
--- a/docs/my-website/docs/proxy/config_settings.md
+++ b/docs/my-website/docs/proxy/config_settings.md
@@ -353,7 +353,10 @@ router_settings:
 | AGENTOPS_SERVICE_NAME | Service Name for AgentOps logging integration
 | AISPEND_ACCOUNT_ID | Account ID for AI Spend
 | AISPEND_API_KEY | API Key for AI Spend
+| AIOHTTP_CONNECTOR_LIMIT | Connection limit for aiohttp connector. When set to 0, no limit is applied. **Default is 0**
+| AIOHTTP_KEEPALIVE_TIMEOUT | Keep-alive timeout for aiohttp connections in seconds. **Default is 120**
 | AIOHTTP_TRUST_ENV | Flag to enable aiohttp trust environment. When this is set to True, aiohttp will respect HTTP(S)_PROXY env vars. **Default is False**
+| AIOHTTP_TTL_DNS_CACHE | DNS cache time-to-live for aiohttp in seconds. **Default is 300**
 | ALLOWED_EMAIL_DOMAINS | List of email domains allowed for access
 | ARIZE_API_KEY | API key for Arize platform integration
 | ARIZE_SPACE_KEY | Space key for Arize platform
@@ -506,6 +509,8 @@ router_settings:
 | EMAIL_SIGNATURE | Custom HTML footer/signature for all emails. Can include HTML tags for formatting and links.
 | EMAIL_SUBJECT_INVITATION | Custom subject template for invitation emails. 
 | EMAIL_SUBJECT_KEY_CREATED | Custom subject template for key creation emails. 
+| ENKRYPTAI_API_BASE | Base URL for EnkryptAI Guardrails API. **Default is https://api.enkryptai.com**
+| ENKRYPTAI_API_KEY | API key for EnkryptAI Guardrails service
 | EXPERIMENTAL_MULTI_INSTANCE_RATE_LIMITING | Flag to enable new multi-instance rate limiting. **Default is False**
 | FIREWORKS_AI_4_B | Size parameter for Fireworks AI 4B model. Default is 4
 | FIREWORKS_AI_16_B | Size parameter for Fireworks AI 16B model. Default is 16
@@ -629,6 +634,7 @@ router_settings:
 | LITELLM_MODE | Operating mode for LiteLLM (e.g., production, development)
 | LITELLM_RATE_LIMIT_WINDOW_SIZE | Rate limit window size for LiteLLM. Default is 60
 | LITELLM_SALT_KEY | Salt key for encryption in LiteLLM
+| LITELLM_SSL_CIPHERS | SSL/TLS cipher configuration for faster handshakes. Controls cipher suite preferences for OpenSSL connections.
 | LITELLM_SECRET_AWS_KMS_LITELLM_LICENSE | AWS KMS encrypted license for LiteLLM
 | LITELLM_TOKEN | Access token for LiteLLM integration
 | LITELLM_PRINT_STANDARD_LOGGING_PAYLOAD | If true, prints the standard logging payload to the console - useful for debugging
diff --git a/docs/my-website/docs/proxy/guardrails/enkryptai.md b/docs/my-website/docs/proxy/guardrails/enkryptai.md
new file mode 100644
index 0000000000..52e66edca4
--- /dev/null
+++ b/docs/my-website/docs/proxy/guardrails/enkryptai.md
@@ -0,0 +1,276 @@
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+# EnkryptAI Guardrails
+
+LiteLLM supports EnkryptAI guardrails for content moderation and safety checks on LLM inputs and outputs.
+
+## Quick Start
+
+### 1. Define Guardrails on your LiteLLM config.yaml
+
+Define your guardrails under the `guardrails` section:
+
+```yaml
+model_list:
+  - model_name: gpt-3.5-turbo
+    litellm_params:
+      model: openai/gpt-3.5-turbo
+      api_key: os.environ/OPENAI_API_KEY
+
+guardrails:
+  - guardrail_name: "enkryptai-guard"
+    litellm_params:
+      guardrail: enkryptai
+      mode: "pre_call"
+      api_key: os.environ/ENKRYPTAI_API_KEY
+      detectors:
+        toxicity:
+          enabled: true
+        nsfw:
+          enabled: true
+        pii:
+          enabled: true
+          entities: ["email", "phone", "secrets"]
+        injection_attack:
+          enabled: true
+```
+
+#### Supported values for `mode`
+
+- `pre_call` - Run **before** LLM call, on **input**
+- `post_call` - Run **after** LLM call, on **output**
+- `during_call` - Run **during** LLM call, on **input**. Same as `pre_call` but runs in parallel as LLM call
+
+#### Available Detectors
+
+EnkryptAI supports multiple content detection types:
+
+- **toxicity** - Detect toxic language
+- **nsfw** - Detect NSFW (Not Safe For Work) content
+- **pii** - Detect personally identifiable information
+  - Configure entities: `["pii", "email", "phone", "secrets", "ip_address", "url"]`
+- **injection_attack** - Detect prompt injection attempts
+- **keyword_detector** - Detect custom keywords/phrases
+- **policy_violation** - Detect policy violations
+- **bias** - Detect biased content
+- **sponge_attack** - Detect sponge attacks
+
+### 2. Set Environment Variables
+
+```bash
+export ENKRYPTAI_API_KEY="your-api-key"
+```
+
+### 3. Start LiteLLM Gateway
+
+```shell
+litellm --config config.yaml --detailed_debug
+```
+
+### 4. Test Request
+
+**[Langchain, OpenAI SDK Usage Examples](../proxy/user_keys#request-format)**
+
+<Tabs>
+<TabItem label="Successful Call" value="allowed">
+
+```shell
+curl -i http://localhost:4000/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer sk-1234" \
+  -d '{
+    "model": "gpt-3.5-turbo",
+    "messages": [
+      {"role": "user", "content": "Hello, how can you help me today?"}
+    ],
+    "guardrails": ["enkryptai-guard"]
+  }'
+```
+
+**Response: HTTP 200 Success**
+
+Content passes all detector checks and is allowed through.
+
+</TabItem>
+
+<TabItem label="Unsuccessful Call" value="not-allowed">
+
+Expect this to fail if content violates detector policies:
+
+```shell
+curl -i http://localhost:4000/v1/chat/completions \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer sk-1234" \
+  -d '{
+    "model": "gpt-3.5-turbo",
+    "messages": [
+      {"role": "user", "content": "My email is test@example.com and my SSN is 123-45-6789"}
+    ],
+    "guardrails": ["enkryptai-guard"]
+  }'
+```
+
+**Expected Response on Failure: HTTP 400 Error**
+
+```json
+{
+  "error": {
+    "message": {
+      "error": "Content blocked by EnkryptAI guardrail",
+      "detected": true,
+      "violations": ["pii"],
+      "response": {
+        "summary": {
+          "pii": 1
+        },
+        "details": {
+          "pii": {
+            "detected": ["email", "ssn"]
+          }
+        }
+      }
+    },
+    "type": "None",
+    "param": "None",
+    "code": "400"
+  }
+}
+```
+
+</TabItem>
+</Tabs>
+
+## Video Walkthrough
+
+<iframe width="840" height="500" src="https://www.loom.com/embed/ff222211e0864937aee4aeef0f28c3b7" frameborder="0" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>
+
+## Advanced Configuration
+
+### Using Custom Policies
+
+You can specify a custom EnkryptAI policy:
+
+```yaml
+guardrails:
+  - guardrail_name: "enkryptai-custom"
+    litellm_params:
+      guardrail: enkryptai
+      mode: "pre_call"
+      api_key: os.environ/ENKRYPTAI_API_KEY
+      policy_name: "my-custom-policy"  # Sent via x-enkrypt-policy header
+      detectors:
+        toxicity:
+          enabled: true
+```
+
+### Using Deployments
+
+Specify an EnkryptAI deployment:
+
+```yaml
+guardrails:
+  - guardrail_name: "enkryptai-deployment"
+    litellm_params:
+      guardrail: enkryptai
+      mode: "pre_call"
+      api_key: os.environ/ENKRYPTAI_API_KEY
+      deployment_name: "production"  # Sent via X-Enkrypt-Deployment header
+      detectors:
+        toxicity:
+          enabled: true
+```
+
+### Monitor Mode (Logging Without Blocking)
+
+Set `block_on_violation: false` to log violations without blocking requests:
+
+```yaml
+guardrails:
+  - guardrail_name: "enkryptai-monitor"
+    litellm_params:
+      guardrail: enkryptai
+      mode: "pre_call"
+      api_key: os.environ/ENKRYPTAI_API_KEY
+      block_on_violation: false  # Log violations but don't block
+      detectors:
+        toxicity:
+          enabled: true
+        nsfw:
+          enabled: true
+```
+
+In monitor mode, all violations are logged but requests are never blocked.
+
+### Input and Output Guardrails
+
+Configure separate guardrails for input and output:
+
+```yaml
+guardrails:
+  # Input guardrail
+  - guardrail_name: "enkryptai-input"
+    litellm_params:
+      guardrail: enkryptai
+      mode: "pre_call"
+      api_key: os.environ/ENKRYPTAI_API_KEY
+      detectors:
+        pii:
+          enabled: true
+          entities: ["email", "phone", "ssn"]
+        injection_attack:
+          enabled: true
+
+  # Output guardrail
+  - guardrail_name: "enkryptai-output"
+    litellm_params:
+      guardrail: enkryptai
+      mode: "post_call"
+      api_key: os.environ/ENKRYPTAI_API_KEY
+      detectors:
+        toxicity:
+          enabled: true
+        nsfw:
+          enabled: true
+```
+
+## Configuration Options
+
+| Parameter | Type | Description | Default |
+|-----------|------|-------------|---------|
+| `api_key` | string | EnkryptAI API key | `ENKRYPTAI_API_KEY` env var |
+| `api_base` | string | EnkryptAI API base URL | `https://api.enkryptai.com` |
+| `policy_name` | string | Custom policy name (sent via `x-enkrypt-policy` header) | None |
+| `deployment_name` | string | Deployment name (sent via `X-Enkrypt-Deployment` header) | None |
+| `detectors` | object | Detector configuration | `{}` |
+| `block_on_violation` | boolean | Block requests on violations | `true` |
+| `mode` | string | When to run: `pre_call`, `post_call`, or `during_call` | Required |
+
+## Observability
+
+EnkryptAI guardrail logs include:
+
+- **guardrail_status**: `success`, `guardrail_intervened`, or `guardrail_failed_to_respond`
+- **guardrail_provider**: `enkryptai`
+- **guardrail_json_response**: Full API response with detection details
+- **duration**: Time taken for guardrail check
+- **start_time** and **end_time**: Timestamps
+
+These logs are available through your configured LiteLLM logging callbacks.
+
+## Error Handling
+
+The guardrail handles errors gracefully:
+
+- **API Failures**: Logs error and raises exception
+- **Rate Limits (429)**: Logs error and raises exception
+- **Invalid Configuration**: Raises `ValueError` on initialization
+
+Set `block_on_violation: false` to continue processing even when violations are detected (monitor mode).
+
+## Support
+
+For more information about EnkryptAI:
+- Documentation: [https://docs.enkryptai.com](https://docs.enkryptai.com)
+- Website: [https://enkryptai.com](https://enkryptai.com)
+
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 74dcc90ad3..480232e326 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -36,6 +36,7 @@ const sidebars = {
           "proxy/guardrails/aporia_api",
           "proxy/guardrails/azure_content_guardrail",
           "proxy/guardrails/bedrock",
+          "proxy/guardrails/enkryptai",
           "proxy/guardrails/lasso_security",
           "proxy/guardrails/guardrails_ai",
           "proxy/guardrails/lakera_ai",
@@ -538,16 +539,10 @@ const sidebars = {
       type: "category",
       label: "Guides",
       items: [
-        {
-          type: "category",
-          label: "Tools",
-          items: [
-            "completion/computer_use",
-            "completion/web_search",
-            "completion/web_fetch",
-            "completion/function_call",
-          ]
-        },
+        "completion/computer_use",
+        "completion/web_search",
+        "completion/web_fetch",
+        "completion/function_call",
         "completion/audio",
         "completion/document_understanding",
         "completion/drop_params",
diff --git a/litellm/constants.py b/litellm/constants.py
index 7fe0e69a41..392abbee2d 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -87,6 +87,35 @@ MAX_TOKEN_TRIMMING_ATTEMPTS = int(
 ########## Networking constants ##############################################################
 _DEFAULT_TTL_FOR_HTTPX_CLIENTS = 3600  # 1 hour, re-use the same httpx client for 1 hour
 
+# Aiohttp connection pooling constants
+AIOHTTP_CONNECTOR_LIMIT = int(os.getenv("AIOHTTP_CONNECTOR_LIMIT", 0))
+AIOHTTP_KEEPALIVE_TIMEOUT = int(os.getenv("AIOHTTP_KEEPALIVE_TIMEOUT", 120))
+AIOHTTP_TTL_DNS_CACHE = int(os.getenv("AIOHTTP_TTL_DNS_CACHE", 300))
+
+# SSL/TLS cipher configuration for faster handshakes
+# Strategy: Strongly prefer fast modern ciphers, but allow fallback to commonly supported ones
+# This balances performance with broad compatibility
+DEFAULT_SSL_CIPHERS = os.getenv(
+    "LITELLM_SSL_CIPHERS",
+    # Priority 1: TLS 1.3 ciphers (fastest, ~50ms handshake)
+    "TLS_AES_256_GCM_SHA384:"           # Fastest observed in testing
+    "TLS_AES_128_GCM_SHA256:"           # Slightly faster than 256-bit
+    "TLS_CHACHA20_POLY1305_SHA256:"     # Fast on ARM/mobile
+    # Priority 2: TLS 1.2 ECDHE+GCM (fast, ~100ms handshake, widely supported)
+    "ECDHE-RSA-AES256-GCM-SHA384:"
+    "ECDHE-RSA-AES128-GCM-SHA256:"
+    "ECDHE-ECDSA-AES256-GCM-SHA384:"
+    "ECDHE-ECDSA-AES128-GCM-SHA256:"
+    # Priority 3: Additional modern ciphers (good balance)
+    "ECDHE-RSA-CHACHA20-POLY1305:"
+    "ECDHE-ECDSA-CHACHA20-POLY1305:"
+    # Priority 4: Widely compatible fallbacks (slower but universally supported)
+    "ECDHE-RSA-AES256-SHA384:"          # Common fallback
+    "ECDHE-RSA-AES128-SHA256:"          # Very widely supported
+    "AES256-GCM-SHA384:"                # Non-PFS fallback (compatibility)
+    "AES128-GCM-SHA256",                # Last resort (maximum compatibility)
+)
+
 ########### v2 Architecture constants for managing writing updates to the database ###########
 REDIS_UPDATE_BUFFER_KEY = "litellm_spend_update_buffer"
 REDIS_DAILY_SPEND_UPDATE_BUFFER_KEY = "litellm_daily_spend_update_buffer"
diff --git a/litellm/files/main.py b/litellm/files/main.py
index 144b929132..7bc2c13672 100644
--- a/litellm/files/main.py
+++ b/litellm/files/main.py
@@ -18,6 +18,7 @@ from litellm import get_secret_str
 from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.llms.azure.files.handler import AzureOpenAIFilesAPI
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
 from litellm.llms.openai.openai import FileDeleted, FileObject, OpenAIFilesAPI
 from litellm.llms.vertex_ai.files.handler import VertexAIFilesHandler
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index 696c67c44d..eafcab8855 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -81,12 +81,12 @@ from litellm.types.llms.openai import (
 )
 from litellm.types.mcp import MCPPostCallResponseObject
 from litellm.types.rerank import RerankResponse
-from litellm.types.router import CustomPricingLiteLLMParams
 from litellm.types.utils import (
     CachingDetails,
     CallTypes,
     CostBreakdown,
     CostResponseTypes,
+    CustomPricingLiteLLMParams,
     DynamicPromptManagementParamLiteral,
     EmbeddingResponse,
     GuardrailStatus,
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
index 306bcd9bb2..47263dc174 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
@@ -270,7 +270,6 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
                             processed_chunk.get("delta", {}).get("stop_reason")
                             is not None
                         ):
-
                             self.holding_stop_reason_chunk = processed_chunk
                         else:
                             self.chunk_queue.append(processed_chunk)
@@ -380,4 +379,11 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
             self.current_content_block_start = content_block_start
             return True
 
+        # For parallel tool calls, we'll necessarily have a new content block
+        # if we get a function name since it signals a new tool call
+        if block_type == "tool_use" and content_block_start.get("name"):
+            self.current_content_block_type = block_type
+            self.current_content_block_start = content_block_start
+            return True
+
         return False
diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py
index 138c31ba71..a3ad2c6727 100644
--- a/litellm/llms/custom_httpx/http_handler.py
+++ b/litellm/llms/custom_httpx/http_handler.py
@@ -12,7 +12,13 @@ from httpx._types import RequestFiles
 
 import litellm
 from litellm._logging import verbose_logger
-from litellm.constants import _DEFAULT_TTL_FOR_HTTPX_CLIENTS
+from litellm.constants import (
+    _DEFAULT_TTL_FOR_HTTPX_CLIENTS,
+    AIOHTTP_CONNECTOR_LIMIT,
+    AIOHTTP_KEEPALIVE_TIMEOUT,
+    AIOHTTP_TTL_DNS_CACHE,
+    DEFAULT_SSL_CIPHERS
+)
 from litellm.litellm_core_utils.logging_utils import track_llm_api_timing
 from litellm.types.llms.custom_http import *
 
@@ -94,10 +100,19 @@ def get_ssl_configuration(
 
     if ssl_verify is not False:
         custom_ssl_context = ssl.create_default_context(cafile=cafile)
-        # If security level is set, apply it to the SSL context
+        
+        # Optimize SSL handshake performance
+        # Set minimum TLS version to 1.2 for better performance
+        custom_ssl_context.minimum_version = ssl.TLSVersion.TLSv1_2
+        
+        # Configure cipher suites for optimal performance
         if ssl_security_level and isinstance(ssl_security_level, str):
-            # Create a custom SSL context with reduced security level
+            # User provided custom cipher configuration (e.g., via SSL_SECURITY_LEVEL env var)
             custom_ssl_context.set_ciphers(ssl_security_level)
+        else:
+            # Use optimized cipher list that strongly prefers fast ciphers
+            # but falls back to widely compatible ones
+            custom_ssl_context.set_ciphers(DEFAULT_SSL_CIPHERS)
 
         # Use our custom SSL context instead of the original ssl_verify value
         return custom_ssl_context
@@ -651,7 +666,13 @@ class AsyncHTTPHandler:
         )
         return LiteLLMAiohttpTransport(
             client=lambda: ClientSession(
-                connector=TCPConnector(limit=0, **connector_kwargs),  # 0 = unlimited connections per host
+                connector=TCPConnector(
+                    limit=AIOHTTP_CONNECTOR_LIMIT,
+                    keepalive_timeout=AIOHTTP_KEEPALIVE_TIMEOUT,
+                    ttl_dns_cache=AIOHTTP_TTL_DNS_CACHE,
+                    enable_cleanup_closed=True,
+                    **connector_kwargs
+                ),
                 trust_env=trust_env,
             ),
         )
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index ae449bbb15..7f246e775a 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -13,13 +13,13 @@ from typing import (
     cast,
 )
 
+from litellm._logging import verbose_logger
 import httpx  # type: ignore
 
 import litellm
 import litellm.litellm_core_utils
 import litellm.types
 import litellm.types.utils
-from litellm._logging import verbose_logger
 from litellm.litellm_core_utils.realtime_streaming import RealTimeStreaming
 from litellm.llms.base_llm.anthropic_messages.transformation import (
     BaseAnthropicMessagesConfig,
@@ -239,7 +239,7 @@ class BaseLLMHTTPHandler:
         json_mode: bool = False,
         signed_json_body: Optional[bytes] = None,
         shared_session: Optional["ClientSession"] = None,
-    ):
+    ):  
         if client is None:
             verbose_logger.debug(
                 f"Creating HTTP client with shared_session: {id(shared_session) if shared_session else None}"
@@ -426,6 +426,7 @@ class BaseLLMHTTPHandler:
                     ),
                     json_mode=json_mode,
                     signed_json_body=signed_json_body,
+                    shared_session=shared_session,
                 )
 
         if stream is True:
diff --git a/litellm/llms/openai/responses/transformation.py b/litellm/llms/openai/responses/transformation.py
index e5e89cd8bc..4c82a35c11 100644
--- a/litellm/llms/openai/responses/transformation.py
+++ b/litellm/llms/openai/responses/transformation.py
@@ -169,7 +169,7 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
             raise OpenAIError(
                 message=raw_response.text, status_code=raw_response.status_code
             )
-        return ResponsesAPIResponse(**raw_response_json)
+        return ResponsesAPIResponse.model_construct(**raw_response_json)
 
     def validate_environment(
         self, headers: dict, model: str, litellm_params: Optional[GenericLiteLLMParams]
diff --git a/litellm/llms/openrouter/chat/transformation.py b/litellm/llms/openrouter/chat/transformation.py
index a47689a30b..d5861c79b2 100644
--- a/litellm/llms/openrouter/chat/transformation.py
+++ b/litellm/llms/openrouter/chat/transformation.py
@@ -7,7 +7,7 @@ Docs: https://openrouter.ai/docs/parameters
 """
 
 from enum import Enum
-from typing import Any, AsyncIterator, Iterator, List, Optional, Tuple, Union
+from typing import Any, AsyncIterator, Iterator, List, Optional, Tuple, Union, cast
 
 import httpx
 
@@ -88,29 +88,31 @@ class OpenrouterConfig(OpenAIGPTConfig):
         Move cache_control from message level to content blocks.
         OpenRouter requires cache_control to be inside content blocks, not at message level.
         
-        When cache_control is at message level, it's added to ALL content blocks
-        to cache the entire message content.
+        To avoid exceeding Anthropic's limit of 4 cache breakpoints, cache_control is only
+        added to the LAST content block in each message.
         """
-        transformed_messages = []
+        transformed_messages: List[AllMessageValues] = []
         for message in messages:
-            message_copy = dict(message)
-            cache_control = message_copy.pop("cache_control", None)
+            message_dict = dict(message)
+            cache_control = message_dict.pop("cache_control", None)
             
             if cache_control is not None:
-                content = message_copy.get("content")
+                content = message_dict.get("content")
                 
                 if isinstance(content, list):
-                    # Content is already a list, add cache_control to all blocks
+                    # Content is already a list, add cache_control only to the last block
                     if len(content) > 0:
                         content_copy = []
-                        for block in content:
-                            block_copy = dict(block)
-                            block_copy["cache_control"] = cache_control
-                            content_copy.append(block_copy)
-                        message_copy["content"] = content_copy
+                        for i, block in enumerate(content):
+                            block_dict = dict(block)
+                            # Only add cache_control to the last content block
+                            if i == len(content) - 1:
+                                block_dict["cache_control"] = cache_control
+                            content_copy.append(block_dict)
+                        message_dict["content"] = content_copy
                 else:
                     # Content is a string, convert to structured format
-                    message_copy["content"] = [
+                    message_dict["content"] = [
                         {
                             "type": "text",
                             "text": content,
@@ -118,7 +120,8 @@ class OpenrouterConfig(OpenAIGPTConfig):
                         }
                     ]
             
-            transformed_messages.append(message_copy)
+            # Cast back to AllMessageValues after modification
+            transformed_messages.append(cast(AllMessageValues, message_dict))
         
         return transformed_messages
 
diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index 8588c3efa2..3e650ecd11 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -1,4 +1,5 @@
 import re
+from enum import Enum
 from typing import Any, Dict, List, Literal, Optional, Set, Tuple, Union, get_type_hints
 
 import httpx
@@ -24,6 +25,68 @@ class VertexAIError(BaseLLMException):
         super().__init__(message=message, status_code=status_code, headers=headers)
 
 
+class VertexAIModelRoute(str, Enum):
+    """Enum for Vertex AI model routing"""
+    PARTNER_MODELS = "partner_models"
+    GEMINI = "gemini"
+    GEMMA = "gemma"
+    MODEL_GARDEN = "model_garden"
+    NON_GEMINI = "non_gemini"
+
+
+def get_vertex_ai_model_route(model: str, litellm_params: Optional[dict] = None) -> VertexAIModelRoute:
+    """
+    Determine which handler to use for a Vertex AI model based on the model name.
+    
+    Args:
+        model: The model name (e.g., "llama3-405b", "gemini-pro", "gemma/gemma-3-12b-it", "openai/gpt-oss-120b")
+        litellm_params: Optional litellm parameters dict that may contain base_model for routing
+        
+    Returns:
+        VertexAIModelRoute: The route enum indicating which handler should be used
+        
+    Examples:
+        >>> get_vertex_ai_model_route("llama3-405b")
+        VertexAIModelRoute.PARTNER_MODELS
+        
+        >>> get_vertex_ai_model_route("gemini-pro")
+        VertexAIModelRoute.GEMINI
+        
+        >>> get_vertex_ai_model_route("gemma/gemma-3-12b-it")
+        VertexAIModelRoute.GEMMA
+        
+        >>> get_vertex_ai_model_route("openai/gpt-oss-120b")
+        VertexAIModelRoute.MODEL_GARDEN
+    """
+    from litellm.llms.vertex_ai.vertex_ai_partner_models.main import (
+        VertexAIPartnerModels,
+    )
+
+    # Check base_model in litellm_params for gemini override
+    if litellm_params and litellm_params.get("base_model") is not None:
+        if "gemini" in litellm_params["base_model"]:
+            return VertexAIModelRoute.GEMINI
+    
+    # Check for partner models (llama, mistral, claude, etc.)
+    if VertexAIPartnerModels.is_vertex_partner_model(model=model):
+        return VertexAIModelRoute.PARTNER_MODELS
+    
+    # Check for gemma models
+    if "gemma/" in model:
+        return VertexAIModelRoute.GEMMA
+    
+    # Check for model garden openai models
+    if "openai" in model:
+        return VertexAIModelRoute.MODEL_GARDEN
+    
+    # Check for gemini models
+    if "gemini" in model:
+        return VertexAIModelRoute.GEMINI
+    
+    # Default to non-gemini (legacy vertex models like chat-bison, text-bison, etc.)
+    return VertexAIModelRoute.NON_GEMINI
+
+
 def get_supports_system_message(
     model: str, custom_llm_provider: Literal["vertex_ai", "vertex_ai_beta", "gemini"]
 ) -> bool:
diff --git a/litellm/llms/vertex_ai/cost_calculator.py b/litellm/llms/vertex_ai/cost_calculator.py
index 119ba2b036..e98dc75915 100644
--- a/litellm/llms/vertex_ai/cost_calculator.py
+++ b/litellm/llms/vertex_ai/cost_calculator.py
@@ -44,6 +44,7 @@ def cost_router(
         or "mistral" in model
         or "jamba" in model
         or "codestral" in model
+        or "gemma" in model
     ):
         return "cost_per_token"
     elif custom_llm_provider == "vertex_ai" and (
diff --git a/litellm/llms/vertex_ai/vertex_gemma_models/__init__.py b/litellm/llms/vertex_ai/vertex_gemma_models/__init__.py
new file mode 100644
index 0000000000..d06c7a5cd7
--- /dev/null
+++ b/litellm/llms/vertex_ai/vertex_gemma_models/__init__.py
@@ -0,0 +1,2 @@
+"""Vertex AI Gemma-AI Models Handler"""
+
diff --git a/litellm/llms/vertex_ai/vertex_gemma_models/main.py b/litellm/llms/vertex_ai/vertex_gemma_models/main.py
new file mode 100644
index 0000000000..8203b285eb
--- /dev/null
+++ b/litellm/llms/vertex_ai/vertex_gemma_models/main.py
@@ -0,0 +1,145 @@
+"""
+API Handler for calling Vertex AI Gemma Models
+
+These models use a custom prediction endpoint format that wraps messages in 'instances'
+with @requestFormat: "chatCompletions" and returns responses wrapped in 'predictions'.
+
+Usage:
+
+response = litellm.completion(
+    model="vertex_ai/gemma/gemma-3-12b-it-1222199011122",
+    messages=[{"role": "user", "content": "What is machine learning?"}],
+    vertex_project="your-project-id",
+    vertex_location="us-central1",
+)
+
+Sent to this route when `model` is in the format `vertex_ai/gemma/{MODEL_NAME}`
+
+The API expects a custom endpoint URL format:
+https://{ENDPOINT_NUMBER}.{location}-{REGION_NUMBER}.prediction.vertexai.goog/v1/projects/{PROJECT_ID}/locations/{location}/endpoints/{ENDPOINT_ID}:predict
+"""
+
+from typing import Callable, Optional, Union
+
+import httpx  # type: ignore
+
+from litellm.utils import ModelResponse
+
+from ..common_utils import VertexAIError
+from ..vertex_llm_base import VertexBase
+
+
+class VertexAIGemmaModels(VertexBase):
+    def __init__(self) -> None:
+        pass
+
+    def completion(
+        self,
+        model: str,
+        messages: list,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        encoding,
+        logging_obj,
+        api_base: Optional[str],
+        optional_params: dict,
+        custom_prompt_dict: dict,
+        headers: Optional[dict],
+        timeout: Union[float, httpx.Timeout],
+        litellm_params: dict,
+        vertex_project=None,
+        vertex_location=None,
+        vertex_credentials=None,
+        logger_fn=None,
+        acompletion: bool = False,
+        client=None,
+    ):
+        """
+        Handles calling Vertex AI Gemma Models
+
+        Sent to this route when `model` is in the format `vertex_ai/gemma/{MODEL_NAME}`
+        """
+        try:
+            import vertexai
+
+            from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+                VertexLLM,
+            )
+            from litellm.llms.vertex_ai.vertex_gemma_models.transformation import (
+                VertexGemmaConfig,
+            )
+        except Exception as e:
+            raise VertexAIError(
+                status_code=400,
+                message=f"""vertexai import failed please run `pip install -U "google-cloud-aiplatform>=1.38"`. Got error: {e}""",
+            )
+
+        if not (
+            hasattr(vertexai, "preview") or hasattr(vertexai.preview, "language_models")
+        ):
+            raise VertexAIError(
+                status_code=400,
+                message="""Upgrade vertex ai. Run `pip install "google-cloud-aiplatform>=1.38"`""",
+            )
+        try:
+            model = model.replace("gemma/", "")
+            vertex_httpx_logic = VertexLLM()
+
+            access_token, project_id = vertex_httpx_logic._ensure_access_token(
+                credentials=vertex_credentials,
+                project_id=vertex_project,
+                custom_llm_provider="vertex_ai",
+            )
+
+            gemma_transformation = VertexGemmaConfig()
+
+            ## CONSTRUCT API BASE
+            stream: bool = optional_params.get("stream", False) or False
+            optional_params["stream"] = stream
+
+            # If api_base is not provided, it should be set as an environment variable
+            # or passed explicitly because the endpoint URL is unique per deployment
+            if api_base is None:
+                raise VertexAIError(
+                    status_code=400,
+                    message="api_base is required for Vertex AI Gemma models. Please provide the full endpoint URL.",
+                )
+
+            # Check if we need to append :predict
+            if not api_base.endswith(":predict"):
+                _, api_base = self._check_custom_proxy(
+                    api_base=api_base,
+                    custom_llm_provider="vertex_ai",
+                    gemini_api_key=None,
+                    endpoint="predict",
+                    stream=stream,
+                    auth_header=None,
+                    url=api_base,
+                )
+            # If api_base already ends with :predict, use it as-is
+
+            # Use the custom transformation handler for gemma models
+            return gemma_transformation.completion(
+                model=model,
+                messages=messages,
+                api_base=api_base,
+                api_key=access_token,
+                custom_prompt_dict=custom_prompt_dict,
+                model_response=model_response,
+                print_verbose=print_verbose,
+                logging_obj=logging_obj,
+                optional_params=optional_params,
+                acompletion=acompletion,
+                litellm_params=litellm_params,
+                logger_fn=logger_fn,
+                client=client,
+                timeout=timeout,
+                encoding=encoding,
+                custom_llm_provider="vertex_ai",
+            )
+
+        except Exception as e:
+            if hasattr(e, "status_code"):
+                raise e
+            raise VertexAIError(status_code=500, message=str(e))
+
diff --git a/litellm/llms/vertex_ai/vertex_gemma_models/transformation.py b/litellm/llms/vertex_ai/vertex_gemma_models/transformation.py
new file mode 100644
index 0000000000..5541b60f52
--- /dev/null
+++ b/litellm/llms/vertex_ai/vertex_gemma_models/transformation.py
@@ -0,0 +1,350 @@
+"""
+Transformation logic for Vertex AI Gemma Models
+
+Handles the custom request/response format:
+- Request: Wraps messages in 'instances' with @requestFormat: "chatCompletions"
+- Response: Extracts data from 'predictions' wrapper
+
+The actual message transformation reuses OpenAIGPTConfig since Gemma uses OpenAI-compatible format.
+"""
+
+from typing import Any, Callable, Dict, List, Optional, Union, cast
+
+import httpx
+
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
+from litellm.llms.openai.chat.gpt_transformation import OpenAIGPTConfig
+from litellm.types.llms.openai import AllMessageValues
+from litellm.types.utils import ModelResponse
+
+
+class VertexGemmaConfig(OpenAIGPTConfig):
+    """
+    Configuration and transformation class for Vertex AI Gemma models
+    
+    Extends OpenAIGPTConfig to wrap/unwrap the instances/predictions format
+    used by Vertex AI's Gemma deployment endpoint.
+    """
+
+    def __init__(self) -> None:
+        super().__init__()
+
+    def transform_request(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        optional_params: dict,
+        litellm_params: dict,
+        headers: dict,
+    ) -> dict:
+        """
+        Transform request to Vertex Gemma format.
+        
+        Uses parent class to create OpenAI-compatible request, then wraps it
+        in the Vertex Gemma instances format.
+        """
+        # Get the base OpenAI request from parent class
+        openai_request = super().transform_request(
+            model=model,
+            messages=messages,
+            optional_params=optional_params,
+            litellm_params=litellm_params,
+            headers=headers,
+        )
+        
+        # Remove 'model' from the request as it's not needed in the instance
+        openai_request.pop("model", None)
+        
+        # Wrap in Vertex Gemma format
+        return {
+            "instances": [
+                {
+                    "@requestFormat": "chatCompletions",
+                    **openai_request,
+                }
+            ]
+        }
+    
+    async def async_transform_request(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        optional_params: dict,
+        litellm_params: dict,
+        headers: dict,
+    ) -> dict:
+        """
+        Async version of transform_request.
+        """
+        # Get the base OpenAI request from parent class
+        openai_request = await super().async_transform_request(
+            model=model,
+            messages=messages,
+            optional_params=optional_params,
+            litellm_params=litellm_params,
+            headers=headers,
+        )
+        
+        # Remove 'model' from the request as it's not needed in the instance
+        openai_request.pop("model", None)
+        
+        # Wrap in Vertex Gemma format
+        return {
+            "instances": [
+                {
+                    "@requestFormat": "chatCompletions",
+                    **openai_request,
+                }
+            ]
+        }
+
+    def _unwrap_predictions_response(
+        self,
+        response_json: Dict[str, Any],
+    ) -> Dict[str, Any]:
+        """
+        Unwrap the Vertex Gemma predictions format to OpenAI format.
+        
+        Vertex Gemma wraps the OpenAI-compatible response in a 'predictions' field.
+        This method extracts it so the parent class can process it normally.
+        """
+        if "predictions" not in response_json:
+            raise BaseLLMException(
+                status_code=422,
+                message="Invalid response format: missing 'predictions' field",
+            )
+        
+        return response_json["predictions"]
+
+    def completion(
+        self,
+        model: str,
+        messages: list,
+        api_base: str,
+        api_key: str,
+        custom_prompt_dict: dict,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        logging_obj: Any,
+        optional_params: dict,
+        acompletion: bool,
+        litellm_params: dict,
+        logger_fn: Optional[Callable] = None,
+        client: Optional[httpx.Client] = None,
+        timeout: Optional[Union[float, httpx.Timeout]] = None,
+        encoding=None,
+        custom_llm_provider: str = "vertex_ai",
+    ):
+        """
+        Make completion request to Vertex Gemma endpoint.
+        Supports both sync and async requests.
+        """
+        # Handle streaming
+        stream = optional_params.get("stream", False)
+        if stream:
+            raise BaseLLMException(
+                status_code=400,
+                message="Streaming is not yet supported for Vertex AI Gemma models",
+            )
+
+        if acompletion:
+            return self._async_completion(
+                model=model,
+                messages=messages,
+                api_base=api_base,
+                api_key=api_key,
+                model_response=model_response,
+                print_verbose=print_verbose,
+                logging_obj=logging_obj,
+                optional_params=optional_params,
+                litellm_params=litellm_params,
+                timeout=timeout,
+                encoding=encoding,
+            )
+        else:
+            return self._sync_completion(
+                model=model,
+                messages=messages,
+                api_base=api_base,
+                api_key=api_key,
+                model_response=model_response,
+                print_verbose=print_verbose,
+                logging_obj=logging_obj,
+                optional_params=optional_params,
+                litellm_params=litellm_params,
+                timeout=timeout,
+                encoding=encoding,
+            )
+
+    def _sync_completion(
+        self,
+        model: str,
+        messages: list,
+        api_base: str,
+        api_key: str,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        logging_obj: Any,
+        optional_params: dict,
+        litellm_params: dict,
+        timeout: Optional[Union[float, httpx.Timeout]],
+        encoding: Any,
+    ):
+        """Synchronous completion request"""
+        from litellm.llms.custom_httpx.http_handler import HTTPHandler
+        from litellm.utils import convert_to_model_response_object
+
+        # Transform the request using parent class methods
+        request_data = self.transform_request(
+            model=model,
+            messages=messages,
+            optional_params=optional_params.copy(),
+            litellm_params=litellm_params,
+            headers={},
+        )
+        
+        # Set up headers
+        headers = {
+            "Authorization": f"Bearer {api_key}",
+            "Content-Type": "application/json",
+        }
+
+        # Log the request
+        logging_obj.pre_call(
+            input=messages,
+            api_key=api_key,
+            additional_args={
+                "complete_input_dict": request_data,
+                "api_base": api_base,
+            },
+        )
+
+        # Make the HTTP request
+        http_handler = HTTPHandler(concurrent_limit=1)
+        response = http_handler.post(
+            url=api_base,
+            headers=headers,
+            json=request_data,
+            timeout=timeout,
+        )
+
+        if response.status_code != 200:
+            raise BaseLLMException(
+                status_code=response.status_code,
+                message=f"Request failed: {response.text}",
+            )
+
+        response_json = response.json()
+        
+        # Unwrap predictions to get OpenAI-compatible response
+        openai_response = self._unwrap_predictions_response(response_json)
+        
+        # Use litellm's standard response converter
+        model_response = cast(
+            ModelResponse,
+            convert_to_model_response_object(
+                response_object=openai_response,
+                model_response_object=model_response,
+                _response_headers={},
+            ),
+        )
+        
+        # Ensure model is set correctly
+        model_response.model = model
+        
+        # Log the response
+        logging_obj.post_call(
+            input=messages,
+            api_key=api_key,
+            original_response=response_json,
+            additional_args={"complete_input_dict": request_data},
+        )
+        
+        return model_response
+
+    async def _async_completion(
+        self,
+        model: str,
+        messages: list,
+        api_base: str,
+        api_key: str,
+        model_response: ModelResponse,
+        print_verbose: Callable,
+        logging_obj: Any,
+        optional_params: dict,
+        litellm_params: dict,
+        timeout: Optional[Union[float, httpx.Timeout]],
+        encoding: Any,
+    ):
+        """Asynchronous completion request"""
+        from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+        from litellm.utils import convert_to_model_response_object
+
+        # Transform the request using parent class async methods
+        request_data = await self.async_transform_request(
+            model=model,
+            messages=messages,
+            optional_params=optional_params.copy(),
+            litellm_params=litellm_params,
+            headers={},
+        )
+        
+        # Set up headers
+        headers = {
+            "Authorization": f"Bearer {api_key}",
+            "Content-Type": "application/json",
+        }
+
+        # Log the request
+        logging_obj.pre_call(
+            input=messages,
+            api_key=api_key,
+            additional_args={
+                "complete_input_dict": request_data,
+                "api_base": api_base,
+            },
+        )
+
+        # Make the HTTP request
+        http_handler = AsyncHTTPHandler(concurrent_limit=1)
+        response = await http_handler.post(
+            url=api_base,
+            headers=headers,
+            json=request_data,
+            timeout=timeout,
+        )
+
+        if response.status_code != 200:
+            raise BaseLLMException(
+                status_code=response.status_code,
+                message=f"Request failed: {response.text}",
+            )
+
+        response_json = response.json()
+        
+        # Unwrap predictions to get OpenAI-compatible response
+        openai_response = self._unwrap_predictions_response(response_json)
+        
+        # Use litellm's standard response converter
+        model_response = cast(
+            ModelResponse,
+            convert_to_model_response_object(
+                response_object=openai_response,
+                model_response_object=model_response,
+                _response_headers={},
+            ),
+        )
+        
+        # Ensure model is set correctly
+        model_response.model = model
+        
+        # Log the response
+        logging_obj.post_call(
+            input=messages,
+            api_key=api_key,
+            original_response=response_json,
+            additional_args={"complete_input_dict": request_data},
+        )
+        
+        return model_response
+
diff --git a/litellm/main.py b/litellm/main.py
index 46a024a763..6cdba2e8e2 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -85,6 +85,10 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import (
 from litellm.llms.base_llm import BaseConfig, BaseImageGenerationConfig
 from litellm.llms.bedrock.common_utils import BedrockModelInfo
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+from litellm.llms.vertex_ai.common_utils import (
+    VertexAIModelRoute,
+    get_vertex_ai_model_route,
+)
 from litellm.realtime_api.main import _realtime_health_check
 from litellm.secret_managers.main import get_secret_bool, get_secret_str
 from litellm.types.router import GenericLiteLLMParams
@@ -150,7 +154,6 @@ from .llms.bedrock.chat import BedrockConverseLLM, BedrockLLM
 from .llms.bedrock.embed.embedding import BedrockEmbedding
 from .llms.bedrock.image.image_handler import BedrockImageGeneration
 from .llms.bytez.chat.transformation import BytezChatConfig
-from .llms.lemonade.chat.transformation import LemonadeChatConfig
 from .llms.codestral.completion.handler import CodestralTextCompletion
 from .llms.cohere.embed import handler as cohere_embed
 from .llms.custom_httpx.aiohttp_handler import BaseLLMAIOHTTPHandler
@@ -162,6 +165,7 @@ from .llms.gemini.common_utils import get_api_key_from_env
 from .llms.groq.chat.handler import GroqChatCompletion
 from .llms.heroku.chat.transformation import HerokuChatConfig
 from .llms.huggingface.embedding.handler import HuggingFaceEmbedding
+from .llms.lemonade.chat.transformation import LemonadeChatConfig
 from .llms.nlp_cloud.chat.handler import completion as nlp_cloud_chat_completion
 from .llms.oci.chat.transformation import OCIChatConfig
 from .llms.ollama.completion import handler as ollama
@@ -192,6 +196,7 @@ from .llms.vertex_ai.multimodal_embeddings.embedding_handler import (
 from .llms.vertex_ai.text_to_speech.text_to_speech_handler import VertexTextToSpeechAPI
 from .llms.vertex_ai.vertex_ai_partner_models.main import VertexAIPartnerModels
 from .llms.vertex_ai.vertex_embeddings.embedding_handler import VertexEmbedding
+from .llms.vertex_ai.vertex_gemma_models.main import VertexAIGemmaModels
 from .llms.vertex_ai.vertex_model_garden.main import VertexAIModelGardenModels
 from .llms.vllm.completion import handler as vllm_handler
 from .llms.watsonx.chat.handler import WatsonXChatHandler
@@ -255,6 +260,7 @@ vertex_multimodal_embedding = VertexMultimodalEmbedding()
 vertex_image_generation = VertexImageGeneration()
 google_batch_embeddings = GoogleBatchEmbeddings()
 vertex_partner_models_chat_completion = VertexAIPartnerModels()
+vertex_gemma_chat_completion = VertexAIGemmaModels()
 vertex_model_garden_chat_completion = VertexAIModelGardenModels()
 vertex_text_to_speech = VertexTextToSpeechAPI()
 sagemaker_llm = SagemakerLLM()
@@ -2875,7 +2881,7 @@ def completion(  # type: ignore # noqa: PLR0915
                 extra_headers=headers,
             )
 
-        elif custom_llm_provider == "vertex_ai":
+        elif custom_llm_provider == "vertex_ai":          
             vertex_ai_project = (
                 optional_params.pop("vertex_project", None)
                 or optional_params.pop("vertex_ai_project", None)
@@ -2897,7 +2903,9 @@ def completion(  # type: ignore # noqa: PLR0915
             api_base = api_base or litellm.api_base or get_secret("VERTEXAI_API_BASE")
 
             new_params = safe_deep_copy(optional_params or {})
-            if vertex_partner_models_chat_completion.is_vertex_partner_model(model):
+            model_route = get_vertex_ai_model_route(model=model, litellm_params=litellm_params)
+            
+            if model_route == VertexAIModelRoute.PARTNER_MODELS:
                 model_response = vertex_partner_models_chat_completion.completion(
                     model=model,
                     messages=messages,
@@ -2918,10 +2926,7 @@ def completion(  # type: ignore # noqa: PLR0915
                     timeout=timeout,
                     client=client,
                 )
-            elif "gemini" in model or (
-                litellm_params.get("base_model") is not None
-                and "gemini" in litellm_params["base_model"]
-            ):
+            elif model_route == VertexAIModelRoute.GEMINI:
                 model_response = vertex_chat_completion.completion(  # type: ignore
                     model=model,
                     messages=messages,
@@ -2943,7 +2948,29 @@ def completion(  # type: ignore # noqa: PLR0915
                     api_base=api_base,
                     extra_headers=headers,
                 )
-            elif "openai" in model:
+            elif model_route == VertexAIModelRoute.GEMMA:
+                # Vertex Gemma Models with custom prediction endpoint
+                model_response = vertex_gemma_chat_completion.completion(
+                    model=model,
+                    messages=messages,
+                    model_response=model_response,
+                    print_verbose=print_verbose,
+                    optional_params=new_params,
+                    litellm_params=litellm_params,  # type: ignore
+                    logger_fn=logger_fn,
+                    encoding=encoding,
+                    api_base=api_base,
+                    vertex_location=vertex_ai_location,
+                    vertex_project=vertex_ai_project,
+                    vertex_credentials=vertex_credentials,
+                    logging_obj=logging,
+                    acompletion=acompletion,
+                    headers=headers,
+                    custom_prompt_dict=custom_prompt_dict,
+                    timeout=timeout,
+                    client=client,
+                )
+            elif model_route == VertexAIModelRoute.MODEL_GARDEN:
                 # Vertex Model Garden - OpenAI compatible models
                 model_response = vertex_model_garden_chat_completion.completion(
                     model=model,
@@ -2965,7 +2992,7 @@ def completion(  # type: ignore # noqa: PLR0915
                     timeout=timeout,
                     client=client,
                 )
-            else:
+            else:  # VertexAIModelRoute.NON_GEMINI
                 model_response = vertex_ai_non_gemini.completion(
                     model=model,
                     messages=messages,
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 06cb67e56c..6d49d6e7e2 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -3164,6 +3164,42 @@
         "supports_function_calling": true,
         "supports_vision": true
     },
+    "azure_ai/Phi-4-mini-reasoning": {
+        "input_cost_per_token": 8e-08,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 131072,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_token": 3.2e-07,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/",
+        "supports_function_calling": true
+    },
+    "azure_ai/Phi-4-reasoning": {
+        "input_cost_per_token": 1.25e-07,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 32768,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_token": 5e-07,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true
+    },
+    "azure_ai/MAI-DS-R1": {
+        "input_cost_per_token": 1.35e-06,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 8192,
+        "max_tokens": 8192,
+        "mode": "chat",
+        "output_cost_per_token": 5.4e-06,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/",
+        "supports_reasoning": true,
+        "supports_tool_choice": true
+    },    
     "azure_ai/cohere-rerank-v3-english": {
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index 0c15138b05..e77ad11fae 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -109,10 +109,21 @@ class MCPRequestHandler:
         request.body = mock_body  # type: ignore
         if ".well-known" in str(request.url):  # public routes
             validated_user_api_key_auth = UserAPIKeyAuth()
+        # elif litellm_api_key == "":
+        #     from fastapi import HTTPException
+
+        #     raise HTTPException(
+        #         status_code=401,
+        #         detail="LiteLLM API key is missing. Please add it or use OAuth authentication.",
+        #         headers={
+        #             "WWW-Authenticate": f'Bearer resource_metadata=f"{request.base_url}/.well-known/oauth-protected-resource"',
+        #         },
+        #     )
         else:
             validated_user_api_key_auth = await user_api_key_auth(
                 api_key=litellm_api_key, request=request
             )
+
         return (
             validated_user_api_key_auth,
             mcp_auth_header,
@@ -344,14 +355,14 @@ class MCPRequestHandler:
             proxy_logging_obj,
             user_api_key_cache,
         )
-        
+
         if not user_api_key_auth:
             return None
-        
+
         # Already loaded
         if user_api_key_auth.object_permission:
             return user_api_key_auth.object_permission
-        
+
         # Need to fetch from DB
         if user_api_key_auth.object_permission_id and prisma_client:
             return await get_object_permission(
@@ -361,7 +372,7 @@ class MCPRequestHandler:
                 parent_otel_span=user_api_key_auth.parent_otel_span,
                 proxy_logging_obj=proxy_logging_obj,
             )
-        
+
         return None
 
     @staticmethod
@@ -369,16 +380,19 @@ class MCPRequestHandler:
         user_api_key_auth: Optional[UserAPIKeyAuth] = None,
     ):
         """Helper to get team object_permission from cache or DB."""
-        from litellm.proxy.auth.auth_checks import get_object_permission, get_team_object
+        from litellm.proxy.auth.auth_checks import (
+            get_object_permission,
+            get_team_object,
+        )
         from litellm.proxy.proxy_server import (
             prisma_client,
             proxy_logging_obj,
             user_api_key_cache,
         )
-        
+
         if not user_api_key_auth or not user_api_key_auth.team_id or not prisma_client:
             return None
-        
+
         # First get the team object (which may have object_permission already loaded)
         team_obj: Optional[LiteLLM_TeamTable] = await get_team_object(
             team_id=user_api_key_auth.team_id,
@@ -387,14 +401,14 @@ class MCPRequestHandler:
             parent_otel_span=user_api_key_auth.parent_otel_span,
             proxy_logging_obj=proxy_logging_obj,
         )
-        
+
         if not team_obj:
             return None
-        
+
         # Already loaded
         if team_obj.object_permission:
             return team_obj.object_permission
-        
+
         # Need to fetch from DB using object_permission_id
         if team_obj.object_permission_id:
             return await get_object_permission(
@@ -404,7 +418,7 @@ class MCPRequestHandler:
                 parent_otel_span=user_api_key_auth.parent_otel_span,
                 proxy_logging_obj=proxy_logging_obj,
             )
-        
+
         return None
 
     @staticmethod
@@ -415,26 +429,38 @@ class MCPRequestHandler:
         """
         Get list of allowed tool names for a specific server based on key/team permissions.
         Follows same inheritance logic as get_allowed_mcp_servers.
-        
+
         Args:
             server_id: Server ID to check permissions for
             user_api_key_auth: User auth
-            
+
         Returns:
             List[str] if restrictions exist, None if no restrictions (allow all)
         """
         if not user_api_key_auth:
             return None
-        
+
         try:
             # Get key and team object permissions
-            key_obj_perm = await MCPRequestHandler._get_key_object_permission(user_api_key_auth)
-            team_obj_perm = await MCPRequestHandler._get_team_object_permission(user_api_key_auth)
-            
+            key_obj_perm = await MCPRequestHandler._get_key_object_permission(
+                user_api_key_auth
+            )
+            team_obj_perm = await MCPRequestHandler._get_team_object_permission(
+                user_api_key_auth
+            )
+
             # Extract tool permissions for this server
-            key_tools = key_obj_perm.mcp_tool_permissions.get(server_id) if key_obj_perm and key_obj_perm.mcp_tool_permissions else None
-            team_tools = team_obj_perm.mcp_tool_permissions.get(server_id) if team_obj_perm and team_obj_perm.mcp_tool_permissions else None
-            
+            key_tools = (
+                key_obj_perm.mcp_tool_permissions.get(server_id)
+                if key_obj_perm and key_obj_perm.mcp_tool_permissions
+                else None
+            )
+            team_tools = (
+                team_obj_perm.mcp_tool_permissions.get(server_id)
+                if team_obj_perm and team_obj_perm.mcp_tool_permissions
+                else None
+            )
+
             # Apply same inheritance logic as get_allowed_mcp_servers
             if team_tools:
                 if key_tools:
@@ -446,7 +472,7 @@ class MCPRequestHandler:
             else:
                 # No team restrictions → use key restrictions
                 return key_tools
-                
+
         except Exception as e:
             verbose_logger.warning(f"Failed to get allowed tools for server: {str(e)}")
             return None
@@ -459,12 +485,12 @@ class MCPRequestHandler:
     ) -> bool:
         """
         Check if a specific tool is allowed for a server based on key/team permissions.
-        
+
         Args:
             tool_name: Name of the tool to check
             server_id: Server ID
             user_api_key_auth: User auth
-            
+
         Returns:
             True if allowed, False if blocked
         """
@@ -472,15 +498,15 @@ class MCPRequestHandler:
             server_id=server_id,
             user_api_key_auth=user_api_key_auth,
         )
-        
+
         # None means no restrictions (allow all)
         if allowed_tools is None:
             return True
-        
+
         # Empty list means no tools allowed
         if not allowed_tools:
             return False
-        
+
         # Check if tool is in allowed list
         return tool_name in allowed_tools
 
@@ -555,7 +581,7 @@ class MCPRequestHandler:
     ) -> List[str]:
         """
         Get allowed MCP servers for a team.
-        
+
         Uses the helper _get_team_object_permission which:
         1. First checks if object_permission is already loaded on the team
         2. If not, fetches from DB using object_permission_id if it exists
@@ -571,7 +597,7 @@ class MCPRequestHandler:
             object_permissions = await MCPRequestHandler._get_team_object_permission(
                 user_api_key_auth
             )
-            
+
             if object_permissions is None:
                 return []
 
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 53dfd9f42c..37a1038509 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -216,6 +216,7 @@ class MCPServerManager:
                 extra_headers=server_config.get("extra_headers", None),
                 allowed_tools=server_config.get("allowed_tools", None),
                 disallowed_tools=server_config.get("disallowed_tools", None),
+                allowed_params=server_config.get("allowed_params", None),
                 access_groups=server_config.get("access_groups", None),
             )
             self.config_mcp_servers[server_id] = new_server
@@ -771,6 +772,58 @@ class MCPServerManager:
             )
         return True
 
+    def validate_allowed_params(
+        self, tool_name: str, arguments: Dict[str, Any], server: MCPServer
+    ) -> None:
+        """
+        Filter arguments to only include allowed parameters for the given tool.
+
+        Args:
+            tool_name: Name of the tool (with or without prefix)
+            arguments: Dictionary of arguments to filter
+            server: MCPServer configuration
+
+        Returns:
+            Filtered dictionary containing only allowed parameters
+
+        Raises:
+            HTTPException: If allowed_params is configured for this tool but arguments contain disallowed params
+        """
+        from litellm.proxy._experimental.mcp_server.utils import (
+            get_server_name_prefix_tool_mcp,
+        )
+
+        # If no allowed_params configured, return all arguments
+        if not server.allowed_params:
+            return
+
+        # Get the unprefixed tool name to match against config
+        unprefixed_tool_name, _ = get_server_name_prefix_tool_mcp(tool_name)
+
+        # Check both prefixed and unprefixed tool names
+        allowed_params_list = server.allowed_params.get(
+            tool_name
+        ) or server.allowed_params.get(unprefixed_tool_name)
+
+        # If this tool doesn't have allowed_params specified, allow all params
+        if allowed_params_list is None:
+            return None
+
+        # Filter arguments to only include allowed parameters
+        disallowed_params = [
+            param for param in arguments.keys() if param not in allowed_params_list
+        ]
+
+        if disallowed_params:
+            raise HTTPException(
+                status_code=403,
+                detail={
+                    "error": f"Parameters {disallowed_params} are not allowed for tool {tool_name}. "
+                    f"Allowed parameters: {allowed_params_list}. "
+                    f"Contact proxy admin to allow these parameters."
+                },
+            )
+
     async def check_tool_permission_for_key_team(
         self,
         tool_name: str,
@@ -895,6 +948,13 @@ class MCPServerManager:
             user_api_key_auth=user_api_key_auth,
         )
 
+        ## filter parameters based on allowed_params configuration
+        self.validate_allowed_params(
+            tool_name=name,
+            arguments=arguments,
+            server=server,
+        )
+
         pre_hook_kwargs = {
             "name": name,
             "arguments": arguments,
@@ -958,7 +1018,47 @@ class MCPServerManager:
             verbose_logger.error(f"Guardrail blocked MCP tool call pre call: {str(e)}")
             raise e
 
-    async def call_tool(  # noqa: PLR0915
+    def _create_during_hook_task(
+        self,
+        name: str,
+        arguments: Dict[str, Any],
+        server_name_from_prefix: Optional[str],
+        user_api_key_auth: Optional[UserAPIKeyAuth],
+        proxy_logging_obj: ProxyLogging,
+        start_time: datetime.datetime,
+    ):
+        """Create and return a during hook task for MCP tool calls."""
+        from litellm.types.llms.base import HiddenParams
+        from litellm.types.mcp import MCPDuringCallRequestObject
+
+        request_obj = MCPDuringCallRequestObject(
+            tool_name=name,
+            arguments=arguments,
+            server_name=server_name_from_prefix,
+            start_time=start_time.timestamp() if start_time else None,
+            hidden_params=HiddenParams(),
+        )
+
+        during_hook_kwargs = {
+            "name": name,
+            "arguments": arguments,
+            "server_name": server_name_from_prefix,
+            "user_api_key_auth": user_api_key_auth,
+        }
+
+        synthetic_llm_data = proxy_logging_obj._convert_mcp_to_llm_format(
+            request_obj, during_hook_kwargs
+        )
+
+        return asyncio.create_task(
+            proxy_logging_obj.during_call_hook(
+                user_api_key_dict=user_api_key_auth,
+                data=synthetic_llm_data,
+                call_type="mcp_call",  # type: ignore
+            )
+        )
+
+    async def call_tool(
         self,
         name: str,
         arguments: Dict[str, Any],
@@ -1024,35 +1124,13 @@ class MCPServerManager:
         # Prepare tasks for during hooks
         tasks = []
         if proxy_logging_obj:
-            # Create synthetic LLM data for during hook processing
-            from litellm.types.llms.base import HiddenParams
-            from litellm.types.mcp import MCPDuringCallRequestObject
-
-            request_obj = MCPDuringCallRequestObject(
-                tool_name=name,
+            during_hook_task = self._create_during_hook_task(
+                name=name,
                 arguments=arguments,
-                server_name=server_name_from_prefix,
-                start_time=start_time.timestamp() if start_time else None,
-                hidden_params=HiddenParams(),
-            )
-
-            during_hook_kwargs = {
-                "name": name,
-                "arguments": arguments,
-                "server_name": server_name_from_prefix,
-                "user_api_key_auth": user_api_key_auth,
-            }
-
-            synthetic_llm_data = proxy_logging_obj._convert_mcp_to_llm_format(
-                request_obj, during_hook_kwargs
-            )
-
-            during_hook_task = asyncio.create_task(
-                proxy_logging_obj.during_call_hook(
-                    user_api_key_dict=user_api_key_auth,
-                    data=synthetic_llm_data,
-                    call_type="mcp_call",  # type: ignore
-                )
+                server_name_from_prefix=server_name_from_prefix,
+                user_api_key_auth=user_api_key_auth,
+                proxy_logging_obj=proxy_logging_obj,
+                start_time=start_time,
             )
             tasks.append(during_hook_task)
 
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 37157b4e0a..77d6abfed6 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -902,6 +902,7 @@ if MCP_AVAILABLE:
 
             await session_manager.handle_request(scope, receive, send)
         except Exception as e:
+            raise e
             verbose_logger.exception(f"Error handling MCP request: {e}")
             # Instead of re-raising, try to send a graceful error response
             try:
diff --git a/litellm/proxy/_experimental/out/_next/static/0NP4pGCTzzyECenXO-S3V/_buildManifest.js b/litellm/proxy/_experimental/out/_next/static/0NP4pGCTzzyECenXO-S3V/_buildManifest.js
deleted file mode 100644
index 96ded068de..0000000000
--- a/litellm/proxy/_experimental/out/_next/static/0NP4pGCTzzyECenXO-S3V/_buildManifest.js
+++ /dev/null
@@ -1 +0,0 @@
-self.__BUILD_MANIFEST={__rewrites:{afterFiles:[],beforeFiles:[],fallback:[]},"/_error":["static/chunks/pages/_error-28b803cb2479b966.js"],sortedPages:["/_app","/_error"]},self.__BUILD_MANIFEST_CB&&self.__BUILD_MANIFEST_CB();
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1039-1031e149b66e294d.js b/litellm/proxy/_experimental/out/_next/static/chunks/1039-1031e149b66e294d.js
new file mode 100644
index 0000000000..74c9c3d33c
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1039-1031e149b66e294d.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/117-6a9f6a591033d4a0.js b/litellm/proxy/_experimental/out/_next/static/chunks/117-6a9f6a591033d4a0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1264-2979d95e0b56a75c.js b/litellm/proxy/_experimental/out/_next/static/chunks/1264-2979d95e0b56a75c.js
new file mode 100644
index 0000000000..fd249f9de9
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1264-2979d95e0b56a75c.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1307-6b882871684ce94c.js b/litellm/proxy/_experimental/out/_next/static/chunks/1307-6b882871684ce94c.js
new file mode 100644
index 0000000000..40149428ca
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1307-6b882871684ce94c.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/13b76428-ebdf3012af0e4489.js b/litellm/proxy/_experimental/out/_next/static/chunks/13b76428-ebdf3012af0e4489.js
deleted file mode 100644
index 307379053b..0000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/13b76428-ebdf3012af0e4489.js
+++ /dev/null
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if(O(this[e=L(e)]))return this[e](t);return this},tj.startOf=function(e){var n,s;if(void 0===(e=L(e))||"millisecond"===e||!this.isValid())return this;switch(s=this._isUTC?tC:tR,e){case"year":n=s(this.year(),0,1);break;case"quarter":n=s(this.year(),this.month()-this.month()%3,1);break;case"month":n=s(this.year(),this.month(),1);break;case"week":n=s(this.year(),this.month(),this.date()-this.weekday());break;case"isoWeek":n=s(this.year(),this.month(),this.date()-(this.isoWeekday()-1));break;case"day":case"date":n=s(this.year(),this.month(),this.date());break;case"hour":n=this._d.valueOf(),n-=((n+(this._isUTC?0:6e4*this.utcOffset()))%36e5+36e5)%36e5;break;case"minute":n=this._d.valueOf(),n-=(n%6e4+6e4)%6e4;break;case"second":n=this._d.valueOf(),n-=(n%1e3+1e3)%1e3}return this._d.setTime(n),t.updateOffset(this,!0),this},tj.subtract=tb,tj.toArray=function(){return[this.year(),this.month(),this.date(),this.hour(),this.minute(),this.second(),this.millisecond()]},tj.toObject=function(){return{years:this.year(),months:this.month(),date:this.date(),hours:this.hours(),minutes:this.minutes(),seconds:this.seconds(),milliseconds:this.milliseconds()}},tj.toDate=function(){return new Date(this.valueOf())},tj.toISOString=function(e){if(!this.isValid())return null;var t=!0!==e,n=t?this.clone().utc():this;return 0>n.year()||n.year()>9999?U(n,t?"YYYYYY-MM-DD[T]HH:mm:ss.SSS[Z]":"YYYYYY-MM-DD[T]HH:mm:ss.SSSZ"):O(Date.prototype.toISOString)?t?this.toDate().toISOString():new Date(this.valueOf()+6e4*this.utcOffset()).toISOString().replace("Z",U(n,"Z")):U(n,t?"YYYY-MM-DD[T]HH:mm:ss.SSS[Z]":"YYYY-MM-DD[T]HH:mm:ss.SSSZ")},tj.inspect=function(){if(!this.isValid())return"moment.invalid(/* "+this._i+" */)";var e,t,n,s,i="moment",r="";return 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1487-ada9ecf7dd9bca97.js b/litellm/proxy/_experimental/out/_next/static/chunks/1487-ada9ecf7dd9bca97.js
new file mode 100644
index 0000000000..dddce2ff9a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1487-ada9ecf7dd9bca97.js
@@ -0,0 +1 @@
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/162-b79fa8ec9408cd55.js b/litellm/proxy/_experimental/out/_next/static/chunks/162-b79fa8ec9408cd55.js
deleted file mode 100644
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--- a/litellm/proxy/_experimental/out/_next/static/chunks/162-b79fa8ec9408cd55.js
+++ /dev/null
@@ -1 +0,0 @@
-"use strict";(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[162],{36724:function(e,t,n){n.d(t,{Dx:function(){return i.Z},Zb:function(){return s.Z},xv:function(){return r.Z},zx:function(){return a.Z}});var a=n(20831),s=n(12514),r=n(84264),i=n(96761)},19130:function(e,t,n){n.d(t,{RM:function(){return s.Z},SC:function(){return l.Z},iA:function(){return a.Z},pj:function(){return r.Z},ss:function(){return i.Z},xs:function(){return o.Z}});var a=n(21626),s=n(97214),r=n(28241),i=n(58834),o=n(69552),l=n(71876)},88658:function(e,t,n){n.d(t,{L:function(){return s}});var a=n(49817);let s=e=>{let t;let{apiKeySource:n,accessToken:s,apiKey:r,inputMessage:i,chatHistory:o,selectedTags:l,selectedVectorStores:c,selectedGuardrails:d,selectedMCPTools:m,endpointType:p,selectedModel:u,selectedSdk:g}=e,x="session"===n?s:r,h=window.location.origin,f=i||"Your prompt here",_=f.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),b=o.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),v={};l.length>0&&(v.tags=l),c.length>0&&(v.vector_stores=c),d.length>0&&(v.guardrails=d);let j=u||"your-model-name",y="azure"===g?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(x||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(h,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(x||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(h,'"\n)');switch(p){case a.KP.CHAT:{let e=Object.keys(v).length>0,n="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=b.length>0?b:[{role:"user",content:f}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(j,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(j,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(_,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(v).length>0,n="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=b.length>0?b:[{role:"user",content:f}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(j,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(j,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(_,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===g?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(j,'",\n	prompt="').concat(i,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===g?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(y,"\n").concat(t)}},49817:function(e,t,n){var a,s,r,i;n.d(t,{KP:function(){return s},vf:function(){return l}}),(r=a||(a={})).IMAGE_GENERATION="image_generation",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",(i=s||(s={})).IMAGE="image",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages";let o={image_generation:"image",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=o[e];return console.log("endpointType:",t),t}return"chat"}},29488:function(e,t,n){n.d(t,{Hc:function(){return 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2162-947823f263cd4e0b.js b/litellm/proxy/_experimental/out/_next/static/chunks/2162-947823f263cd4e0b.js
new file mode 100644
index 0000000000..9efa117d77
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2162-947823f263cd4e0b.js
@@ -0,0 +1 @@
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(j,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(_,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(v).length>0,n="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=b.length>0?b:[{role:"user",content:f}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(j,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(j,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(_,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===g?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(j,'",\n	prompt="').concat(i,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===g?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(_,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(j,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(y,"\n").concat(t)}},49817:function(e,t,n){var a,r,s,i;n.d(t,{KP:function(){return r},vf:function(){return l}}),(s=a||(a={})).IMAGE_GENERATION="image_generation",s.CHAT="chat",s.RESPONSES="responses",s.IMAGE_EDITS="image_edits",s.ANTHROPIC_MESSAGES="anthropic_messages",(i=r||(r={})).IMAGE="image",i.CHAT="chat",i.RESPONSES="responses",i.IMAGE_EDITS="image_edits",i.ANTHROPIC_MESSAGES="anthropic_messages";let o={image_generation:"image",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=o[e];return console.log("endpointType:",t),t}return"chat"}},29488:function(e,t,n){n.d(t,{Hc:function(){return 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0!==t.activeTooltipIndex){var u=t.chartX,l=t.chartY,s=t.activeTooltipIndex,f=c.state,p=f.offset,h=f.tooltipTicks;if(!p)return;if("function"==typeof r)s=r(h,t);else if("value"===r){s=-1;for(var d=0;d<h.length;d++)if(h[d].value===t.activeLabel){s=d;break}}var y=ee(ee({},p),{},{x:p.left,y:p.top}),v=Math.min(u,y.x+y.width),m=Math.min(l,y.y+y.height),g=h[s]&&h[s].value,b=ef(c.state,c.props.data,s),x=h[s]?{x:"horizontal"===n?h[s].coordinate:v,y:"horizontal"===n?m:h[s].coordinate}:ea;c.setState(ee(ee({},t),{},{activeLabel:g,activeCoordinate:x,activePayload:b,activeTooltipIndex:s}))}else c.setState(t)}),en(t3(c),"renderCursor",function(t){var e,o=c.state,i=o.isTooltipActive,a=o.activeCoordinate,u=o.activePayload,l=o.offset,s=o.activeTooltipIndex,f=o.tooltipAxisBandSize,p=c.getTooltipEventType(),h=null!==(e=t.props.active)&&void 0!==e?e:i,d=c.props.layout,y=t.key||"_recharts-cursor";return r.createElement(tK,{key:y,activeCoordinate:a,activePayload:u,activeTooltipIndex:s,chartName:n,element:t,isActive:h,layout:d,offset:l,tooltipAxisBandSize:f,tooltipEventType:p})}),en(t3(c),"renderPolarAxis",function(t,e,n){var o=f()(t,"type.axisType"),i=f()(c.state,"".concat(o,"Map")),a=i&&i[t.props["".concat(o,"Id")]];return(0,r.cloneElement)(t,ee(ee({},a),{},{className:o,key:t.key||"".concat(e,"-").concat(n),ticks:(0,T.uY)(a,!0)}))}),en(t3(c),"renderGrid",function(t){var e=c.state,n=e.xAxisMap,o=e.yAxisMap,i=e.offset,a=(0,C.Kt)(n),u=m()(o,function(t){return b()(t.domain,Number.isFinite)})||(0,C.Kt)(o),l=t.props||{};return(0,r.cloneElement)(t,{key:t.key||"grid",x:(0,C.hj)(l.x)?l.x:i.left,y:(0,C.hj)(l.y)?l.y:i.top,width:(0,C.hj)(l.width)?l.width:i.width,height:(0,C.hj)(l.height)?l.height:i.height,xAxis:a,yAxis:u,verticalCoordinatesGenerator:l.verticalCoordinatesGenerator,horizontalCoordinatesGenerator:l.horizontalCoordinatesGenerator})}),en(t3(c),"renderPolarGrid",function(t){var e=t.props,n=e.radialLines,o=e.polarAngles,i=e.polarRadius,a=c.state,u=a.radiusAxisMap,l=a.angleAxisMap,s=(0,C.Kt)(u),f=(0,C.Kt)(l),p=f.cx,h=f.cy,d=f.innerRadius,y=f.outerRadius;return(0,r.cloneElement)(t,{polarAngles:Array.isArray(o)?o:(0,T.uY)(f,!0).map(function(t){return t.coordinate}),polarRadius:Array.isArray(i)?i:(0,T.uY)(s,!0).map(function(t){return t.coordinate}),cx:p,cy:h,innerRadius:d,outerRadius:y,key:t.key||"polar-grid",radialLines:n})}),en(t3(c),"renderLegend",function(){var t=c.state.formattedGraphicalItems,e=c.props,n=e.children,o=e.width,i=e.height,a=c.props.margin||{},u=o-(a.left||0)-(a.right||0),l=(0,Q.z)({children:n,formattedGraphicalItems:t,legendWidth:u,legendContent:h});if(!l)return null;var s=l.item,f=t5(l,tJ);return(0,r.cloneElement)(s,ee(ee({},f),{},{chartWidth:o,chartHeight:i,margin:a,onBBoxUpdate:c.handleLegendBBoxUpdate}))}),en(t3(c),"renderTooltip",function(){var t,e=c.props.children,n=(0,A.sP)(e,S.u);if(!n)return null;var o=c.state,i=o.isTooltipActive,a=o.activeCoordinate,u=o.activePayload,l=o.activeLabel,s=o.offset,f=null!==(t=n.props.active)&&void 0!==t?t:i;return(0,r.cloneElement)(n,{viewBox:ee(ee({},s),{},{x:s.left,y:s.top}),active:f,label:l,payload:f?u:[],coordinate:a})}),en(t3(c),"renderBrush",function(t){var e=c.props,n=e.margin,o=e.data,i=c.state,a=i.offset,u=i.dataStartIndex,l=i.dataEndIndex,s=i.updateId;return(0,r.cloneElement)(t,{key:t.key||"_recharts-brush",onChange:(0,T.DO)(c.handleBrushChange,t.props.onChange),data:o,x:(0,C.hj)(t.props.x)?t.props.x:a.left,y:(0,C.hj)(t.props.y)?t.props.y:a.top+a.height+a.brushBottom-(n.bottom||0),width:(0,C.hj)(t.props.width)?t.props.width:a.width,startIndex:u,endIndex:l,updateId:"brush-".concat(s)})}),en(t3(c),"renderReferenceElement",function(t,e,n){if(!t)return null;var o=t3(c).clipPathId,i=c.state,a=i.xAxisMap,u=i.yAxisMap,l=i.offset,s=t.props,f=s.xAxisId,p=s.yAxisId;return(0,r.cloneElement)(t,{key:t.key||"".concat(e,"-").concat(n),xAxis:a[f],yAxis:u[p],viewBox:{x:l.left,y:l.top,width:l.width,height:l.height},clipPathId:o})}),en(t3(c),"renderActivePoints",function(t){var e=t.item,n=t.activePoint,r=t.basePoint,o=t.childIndex,i=t.isRange,a=[],u=e.props.key,c=e.item.props,s=c.activeDot,f=ee(ee({index:o,dataKey:c.dataKey,cx:n.x,cy:n.y,r:4,fill:(0,T.fk)(e.item),strokeWidth:2,stroke:"#fff",payload:n.payload,value:n.value,key:"".concat(u,"-activePoint-").concat(o)},(0,A.L6)(s,!1)),(0,tD.Ym)(s));return a.push(l.renderActiveDot(s,f)),r?a.push(l.renderActiveDot(s,ee(ee({},f),{},{cx:r.x,cy:r.y,key:"".concat(u,"-basePoint-").concat(o)}))):i&&a.push(null),a}),en(t3(c),"renderGraphicChild",function(t,e,n){var o=c.filterFormatItem(t,e,n);if(!o)return null;var a=c.getTooltipEventType(),u=c.state,l=u.isTooltipActive,s=u.tooltipAxis,f=u.activeTooltipIndex,p=u.activeLabel,h=c.props.children,d=(0,A.sP)(h,S.u),y=o.props,v=y.points,m=y.isRange,g=y.baseLine,b=o.item.props,x=b.activeDot,O=b.hide,w=b.activeBar,j=b.activeShape,E={};"axis"!==a&&d&&"click"===d.props.trigger?E={onClick:(0,T.DO)(c.handleItemMouseEnter,t.props.onClick)}:"axis"!==a&&(E={onMouseLeave:(0,T.DO)(c.handleItemMouseLeave,t.props.onMouseLeave),onMouseEnter:(0,T.DO)(c.handleItemMouseEnter,t.props.onMouseEnter)});var k=(0,r.cloneElement)(t,ee(ee({},o.props),E));if(!O&&l&&d&&(x||w||j)){if(f>=0){if(s.dataKey&&!s.allowDuplicatedCategory){var P="function"==typeof s.dataKey?function(t){return"function"==typeof s.dataKey?s.dataKey(t.payload):null}:"payload.".concat(s.dataKey.toString());_=(0,C.Ap)(v,P,p),N=m&&g&&(0,C.Ap)(g,P,p)}else _=null==v?void 0:v[f],N=m&&g&&g[f];if(j||w){var M=void 0!==t.props.activeIndex?t.props.activeIndex:f;return[(0,r.cloneElement)(t,ee(ee(ee({},o.props),E),{},{activeIndex:M})),null,null]}if(!i()(_))return[k].concat(t8(c.renderActivePoints({item:o,activePoint:_,basePoint:N,childIndex:f,isRange:m})))}else{var _,N,D,I=(null!==(D=c.getItemByXY(c.state.activeCoordinate))&&void 0!==D?D:{graphicalItem:k}).graphicalItem,L=I.item,B=void 0===L?t:L,R=I.childIndex,z=ee(ee(ee({},o.props),E),{},{activeIndex:R});return[(0,r.cloneElement)(B,z),null,null]}}return m?[k,null,null]:[k,null]}),en(t3(c),"renderCustomized",function(t,e,n){return(0,r.cloneElement)(t,ee(ee({key:"recharts-customized-".concat(n)},c.props),c.state))}),en(t3(c),"renderMap",{CartesianGrid:{handler:c.renderGrid,once:!0},ReferenceArea:{handler:c.renderReferenceElement},ReferenceLine:{handler:eu},ReferenceDot:{handler:c.renderReferenceElement},XAxis:{handler:eu},YAxis:{handler:eu},Brush:{handler:c.renderBrush,once:!0},Bar:{handler:c.renderGraphicChild},Line:{handler:c.renderGraphicChild},Area:{handler:c.renderGraphicChild},Radar:{handler:c.renderGraphicChild},RadialBar:{handler:c.renderGraphicChild},Scatter:{handler:c.renderGraphicChild},Pie:{handler:c.renderGraphicChild},Funnel:{handler:c.renderGraphicChild},Tooltip:{handler:c.renderCursor,once:!0},PolarGrid:{handler:c.renderPolarGrid,once:!0},PolarAngleAxis:{handler:c.renderPolarAxis},PolarRadiusAxis:{handler:c.renderPolarAxis},Customized:{handler:c.renderCustomized}}),c.clipPathId="".concat(null!==(e=t.id)&&void 0!==e?e:(0,C.EL)("recharts"),"-clip"),c.throttleTriggeredAfterMouseMove=y()(c.triggeredAfterMouseMove,null!==(o=t.throttleDelay)&&void 0!==o?o:1e3/60),c.state={},c}return o=[{key:"componentDidMount",value:function(){var t,e;this.addListener(),this.accessibilityManager.setDetails({container:this.container,offset:{left:null!==(t=this.props.margin.left)&&void 0!==t?t:0,top:null!==(e=this.props.margin.top)&&void 0!==e?e:0},coordinateList:this.state.tooltipTicks,mouseHandlerCallback:this.triggeredAfterMouseMove,layout:this.props.layout}),this.displayDefaultTooltip()}},{key:"displayDefaultTooltip",value:function(){var t=this.props,e=t.children,n=t.data,r=t.height,o=t.layout,i=(0,A.sP)(e,S.u);if(i){var a=i.props.defaultIndex;if("number"==typeof a&&!(a<0)&&!(a>this.state.tooltipTicks.length)){var u=this.state.tooltipTicks[a]&&this.state.tooltipTicks[a].value,c=ef(this.state,n,a,u),l=this.state.tooltipTicks[a].coordinate,s=(this.state.offset.top+r)/2,f="horizontal"===o?{x:l,y:s}:{y:l,x:s},p=this.state.formattedGraphicalItems.find(function(t){return"Scatter"===t.item.type.name});p&&(f=ee(ee({},f),p.props.points[a].tooltipPosition),c=p.props.points[a].tooltipPayload);var h={activeTooltipIndex:a,isTooltipActive:!0,activeLabel:u,activePayload:c,activeCoordinate:f};this.setState(h),this.renderCursor(i),this.accessibilityManager.setIndex(a)}}}},{key:"getSnapshotBeforeUpdate",value:function(t,e){if(!this.props.accessibilityLayer)return null;if(this.state.tooltipTicks!==e.tooltipTicks&&this.accessibilityManager.setDetails({coordinateList:this.state.tooltipTicks}),this.props.layout!==t.layout&&this.accessibilityManager.setDetails({layout:this.props.layout}),this.props.margin!==t.margin){var n,r;this.accessibilityManager.setDetails({offset:{left:null!==(n=this.props.margin.left)&&void 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s=(0,C.Kt)(c).scale,f=(0,C.Kt)(l).scale,p=s&&s.invert?s.invert(o.chartX):null,h=f&&f.invert?f.invert(o.chartY):null;return ee(ee({},o),{},{xValue:p,yValue:h})}var d=ep(this.state,this.props.data,this.props.layout,a);return d?ee(ee({},o),d):null}},{key:"inRange",value:function(t,e){var n=arguments.length>2&&void 0!==arguments[2]?arguments[2]:1,r=this.props.layout,o=t/n,i=e/n;if("horizontal"===r||"vertical"===r){var a=this.state.offset;return o>=a.left&&o<=a.left+a.width&&i>=a.top&&i<=a.top+a.height?{x:o,y:i}:null}var u=this.state,c=u.angleAxisMap,l=u.radiusAxisMap;if(c&&l){var s=(0,C.Kt)(c);return(0,tM.z3)({x:o,y:i},s)}return null}},{key:"parseEventsOfWrapper",value:function(){var t=this.props.children,e=this.getTooltipEventType(),n=(0,A.sP)(t,S.u),r={};return n&&"axis"===e&&(r="click"===n.props.trigger?{onClick:this.handleClick}:{onMouseEnter:this.handleMouseEnter,onMouseMove:this.handleMouseMove,onMouseLeave:this.handleMouseLeave,onTouchMove:this.handleTouchMove,onTouchStart:this.handleTouchStart,onTouchEnd:this.handleTouchEnd}),ee(ee({},(0,tD.Ym)(this.props,this.handleOuterEvent)),r)}},{key:"addListener",value:function(){tC.on(tN,this.handleReceiveSyncEvent)}},{key:"removeListener",value:function(){tC.removeListener(tN,this.handleReceiveSyncEvent)}},{key:"filterFormatItem",value:function(t,e,n){for(var r=this.state.formattedGraphicalItems,o=0,i=r.length;o<i;o++){var a=r[o];if(a.item===t||a.props.key===t.key||e===(0,A.Gf)(a.item.type)&&n===a.childIndex)return a}return null}},{key:"renderClipPath",value:function(){var t=this.clipPathId,e=this.state.offset,n=e.left,o=e.top,i=e.height,a=e.width;return r.createElement("defs",null,r.createElement("clipPath",{id:t},r.createElement("rect",{x:n,y:o,height:i,width:a})))}},{key:"getXScales",value:function(){var t=this.state.xAxisMap;return t?Object.entries(t).reduce(function(t,e){var n=t2(e,2),r=n[0],o=n[1];return ee(ee({},t),{},en({},r,o.scale))},{}):null}},{key:"getYScales",value:function(){var t=this.state.yAxisMap;return t?Object.entries(t).reduce(function(t,e){var n=t2(e,2),r=n[0],o=n[1];return ee(ee({},t),{},en({},r,o.scale))},{}):null}},{key:"getXScaleByAxisId",value:function(t){var e;return null===(e=this.state.xAxisMap)||void 0===e||null===(e=e[t])||void 0===e?void 0:e.scale}},{key:"getYScaleByAxisId",value:function(t){var e;return null===(e=this.state.yAxisMap)||void 0===e||null===(e=e[t])||void 0===e?void 0:e.scale}},{key:"getItemByXY",value:function(t){var e=this.state,n=e.formattedGraphicalItems,r=e.activeItem;if(n&&n.length)for(var o=0,i=n.length;o<i;o++){var a=n[o],u=a.props,c=a.item,l=(0,A.Gf)(c.type);if("Bar"===l){var 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new file mode 100644
index 0000000000..0d4b9dc048
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this.done(),en(this,l,"m",S).call(this)}_emit(e,...t){if(en(this,g,"f"))return;"end"===e&&(et(this,g,!0,"f"),en(this,p,"f").call(this));let n=en(this,m,"f")[e];if(n&&(en(this,m,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,b,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,h,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,b,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,h,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,l,"m",k).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,l,"m",O).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,l,"m",C).call(this,e);if(r.controller.signal?.aborted)throw new es;en(this,l,"m",j).call(this)}[(s=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,f=new WeakMap,p=new WeakMap,h=new WeakMap,m=new WeakMap,g=new WeakMap,v=new WeakMap,y=new WeakMap,b=new WeakMap,x=new WeakMap,w=new WeakMap,E=new WeakMap,l=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ea("stream ended without producing a content block with type=text");return e.join(" ")},O=function(){this.ended||et(this,s,void 0,"f")},C=function(e){if(this.ended)return;let t=en(this,l,"m",_).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tO(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,s,t,"f")}},j=function(){if(this.ended)throw new ea("stream has ended, this shouldn't happen");let e=en(this,s,"f");if(!e)throw new ea("request ended without sending any chunks");return et(this,s,void 0,"f"),e},_=function(e){let t=en(this,s,"f");if("message_start"===e.type){if(t)throw new ea(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ea(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tO(n)){let t=n[tE]||"";if(Object.defineProperty(n,tE,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new ea(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,E,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tj={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},t_={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tP extends tc{constructor(){super(...arguments),this.batches=new ty(this._client)}create(e,t){let{betas:n,...r}=e;r.model in t_&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${t_[r.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let o=this._client._options.timeout;if(!r.stream&&null==o){let e=tj[r.model]??void 0;o=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:o??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tC.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:tf([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tP.Batches=ty;class tT extends tc{constructor(){super(...arguments),this.models=new tg(this._client),this.messages=new tP(this._client),this.files=new tm(this._client)}}tT.Models=tg,tT.Messages=tP,tT.Files=tm;class tM extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tN="__json_buf";function tA(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tI{constructor(){P.add(this),this.messages=[],this.receivedMessages=[],T.set(this,void 0),this.controller=new AbortController,M.set(this,void 0),N.set(this,()=>{}),A.set(this,()=>{}),I.set(this,void 0),R.set(this,()=>{}),D.set(this,()=>{}),L.set(this,{}),z.set(this,!1),Z.set(this,!1),B.set(this,!1),F.set(this,!1),H.set(this,void 0),q.set(this,void 0),K.set(this,e=>{if(et(this,Z,!0,"f"),eo(e)&&(e=new es),e instanceof es)return et(this,B,!0,"f"),this._emit("abort",e);if(e instanceof ea)return this._emit("error",e);if(e instanceof Error){let t=new ea(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ea(String(e)))}),et(this,M,new Promise((e,t)=>{et(this,N,e,"f"),et(this,A,t,"f")}),"f"),et(this,I,new Promise((e,t)=>{et(this,R,e,"f"),et(this,D,t,"f")}),"f"),en(this,M,"f").catch(()=>{}),en(this,I,"f").catch(()=>{})}get response(){return en(this,H,"f")}get request_id(){return en(this,q,"f")}async withResponse(){let e=await en(this,M,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tI;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tI;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,K,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this);let{response:o,data:i}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(o),i))en(this,P,"m",$).call(this,e);if(i.controller.signal?.aborted)throw new es;en(this,P,"m",X).call(this)}_connected(e){this.ended||(et(this,H,e,"f"),et(this,q,e?.headers.get("request-id"),"f"),en(this,N,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,z,"f")}get errored(){return en(this,Z,"f")}get aborted(){return en(this,B,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,L,"f")[e]||(en(this,L,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,L,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,L,"f")[e]||(en(this,L,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,F,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,F,!0,"f"),await en(this,I,"f")}get currentMessage(){return en(this,T,"f")}async finalMessage(){return await this.done(),en(this,P,"m",U).call(this)}async finalText(){return await this.done(),en(this,P,"m",W).call(this)}_emit(e,...t){if(en(this,z,"f"))return;"end"===e&&(et(this,z,!0,"f"),en(this,R,"f").call(this));let n=en(this,L,"f")[e];if(n&&(en(this,L,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,F,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,D,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,F,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,D,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,P,"m",U).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,P,"m",$).call(this,e);if(r.controller.signal?.aborted)throw new es;en(this,P,"m",X).call(this)}[(T=new WeakMap,M=new WeakMap,N=new WeakMap,A=new WeakMap,I=new WeakMap,R=new WeakMap,D=new WeakMap,L=new WeakMap,z=new WeakMap,Z=new WeakMap,B=new WeakMap,F=new WeakMap,H=new WeakMap,q=new WeakMap,K=new WeakMap,P=new WeakSet,U=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},W=function(){if(0===this.receivedMessages.length)throw new ea("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ea("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,T,void 0,"f")},$=function(e){if(this.ended)return;let t=en(this,P,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tA(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,T,t,"f")}},X=function(){if(this.ended)throw new ea("stream has ended, this shouldn't happen");let e=en(this,T,"f");if(!e)throw new ea("request ended without sending any chunks");return et(this,T,void 0,"f"),e},G=function(e){let t=en(this,T,"f");if("message_start"===e.type){if(t)throw new ea(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ea(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tA(n)){let t=n[tN]||"";Object.defineProperty(n,tN,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tR extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(th`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(th`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(th`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ea(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:tf([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tv.fromResponse(t.response,t.controller))}}class tD extends tc{constructor(){super(...arguments),this.batches=new tR(this._client)}create(e,t){e.model in tL&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tL[e.model]}
-Please migrate to a newer model. 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uploadAndPoll(e,t,n){let r=await this.upload(e,t,n);return await this.poll(e,r.id,n)}content(e,t,n){return this._client.getAPIList(`/vector_stores/${e}/files/${t}/content`,ny,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class nv extends t0{}class ny extends tJ{}ng.VectorStoreFilesPage=nv,ng.FileContentResponsesPage=ny;class nb extends tG{create(e,t,n){return this._client.post(`/vector_stores/${e}/file_batches`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/vector_stores/${e}/file_batches/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/vector_stores/${e}/file_batches/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t);return await this.poll(e,r.id,n)}listFiles(e,t,n={},r){return 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of(e.finish_reason&&(nW(this,eh,"m",ek).call(this,e),null!=r.current_tool_call_index&&nW(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),n.delta.tool_calls??[]))r.current_tool_call_index!==t.index&&(nW(this,eh,"m",ek).call(this,e),null!=r.current_tool_call_index&&nW(this,eh,"m",ew).call(this,e,r.current_tool_call_index)),r.current_tool_call_index=t.index;for(let t of n.delta.tool_calls??[]){let n=e.message.tool_calls?.[t.index];n?.type&&(n?.type==="function"?this._emit("tool_calls.function.arguments.delta",{name:n.function?.name,index:t.index,arguments:n.function.arguments,parsed_arguments:n.function.parsed_arguments,arguments_delta:t.function?.arguments??""}):n?.type)}}},ew=function(e,t){if(nW(this,eh,"m",eb).call(this,e).done_tool_calls.has(t))return;let n=e.message.tool_calls?.[t];if(!n)throw Error("no tool call snapshot");if(!n.type)throw Error("tool call snapshot missing `type`");if("function"===n.type){let 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Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>nI(t,e))}runFunctions(e,t){return e.stream?n$.runFunctions(this._client,e,t):nz.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?n$.runTools(this._client,e,t):nz.runTools(this._client,e,t)}stream(e,t){return nK.createChatCompletion(this._client,e,t)}}class nG extends tG{constructor(){super(...arguments),this.completions=new nX(this._client)}}(nG||(nG={})).Completions=nX;class nY extends tG{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nQ extends tG{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class nJ extends tG{constructor(){super(...arguments),this.sessions=new nY(this._client),this.transcriptionSessions=new nQ(this._client)}}nJ.Sessions=nY,nJ.TranscriptionSessions=nQ;var n0=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)},n1=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n};class n2 extends nM{constructor(){super(...arguments),eC.add(this),ej.set(this,[]),e_.set(this,{}),eP.set(this,{}),eT.set(this,void 0),eM.set(this,void 0),eN.set(this,void 0),eA.set(this,void 0),eI.set(this,void 0),eR.set(this,void 0),eD.set(this,void 0),eL.set(this,void 0),ez.set(this,void 0)}[(ej=new WeakMap,e_=new WeakMap,eP=new WeakMap,eT=new WeakMap,eM=new WeakMap,eN=new WeakMap,eA=new WeakMap,eI=new WeakMap,eR=new WeakMap,eD=new WeakMap,eL=new WeakMap,ez=new WeakMap,eC=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new n2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),this._connected();let r=e5.fromReadableStream(e,this.controller);for await(let e of r)n0(this,eC,"m",eZ).call(this,e);if(r.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}toReadableStream(){return new e5(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}static createToolAssistantStream(e,t,n,r,o){let i=new n2;return i._run(()=>i._runToolAssistantStream(e,t,n,r,{...o,headers:{...o?.headers,"X-Stainless-Helper-Method":"stream"}})),i}async _createToolAssistantStream(e,t,n,r,o){let i=o?.signal;i&&(i.aborted&&this.controller.abort(),i.addEventListener("abort",()=>this.controller.abort()));let a={...r,stream:!0},l=await e.submitToolOutputs(t,n,a,{...o,signal:this.controller.signal});for await(let e of(this._connected(),l))n0(this,eC,"m",eZ).call(this,e);if(l.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}static createThreadAssistantStream(e,t,n){let r=new n2;return r._run(()=>r._threadAssistantStream(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}static createAssistantStream(e,t,n,r){let o=new n2;return o._run(()=>o._runAssistantStream(e,t,n,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),o}currentEvent(){return n0(this,eD,"f")}currentRun(){return n0(this,eL,"f")}currentMessageSnapshot(){return n0(this,eT,"f")}currentRunStepSnapshot(){return n0(this,ez,"f")}async finalRunSteps(){return await this.done(),Object.values(n0(this,e_,"f"))}async finalMessages(){return await this.done(),Object.values(n0(this,eP,"f"))}async finalRun(){if(await this.done(),!n0(this,eM,"f"))throw Error("Final run was not received.");return n0(this,eM,"f")}async _createThreadAssistantStream(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort()));let o={...t,stream:!0},i=await e.createAndRun(o,{...n,signal:this.controller.signal});for await(let e of(this._connected(),i))n0(this,eC,"m",eZ).call(this,e);if(i.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}async _createAssistantStream(e,t,n,r){let o=r?.signal;o&&(o.aborted&&this.controller.abort(),o.addEventListener("abort",()=>this.controller.abort()));let i={...n,stream:!0},a=await e.create(t,i,{...r,signal:this.controller.signal});for await(let e of(this._connected(),a))n0(this,eC,"m",eZ).call(this,e);if(a.controller.signal?.aborted)throw new N;return this._addRun(n0(this,eC,"m",eB).call(this))}static accumulateDelta(e,t){for(let[n,r]of Object.entries(t)){if(!e.hasOwnProperty(n)){e[n]=r;continue}let t=e[n];if(null==t||"index"===n||"type"===n){e[n]=r;continue}if("string"==typeof t&&"string"==typeof r)t+=r;else if("number"==typeof t&&"number"==typeof r)t+=r;else if(tX(t)&&tX(r))t=this.accumulateDelta(t,r);else if(Array.isArray(t)&&Array.isArray(r)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...r);continue}for(let e of r){if(!tX(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let n=e.index;if(null==n)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof n)throw Error(`Expected array delta entry \`index\` property to be a number but got ${n}`);let r=t[n];null==r?t.push(e):t[n]=this.accumulateDelta(r,e)}continue}else throw Error(`Unhandled record type: ${n}, deltaValue: ${r}, accValue: ${t}`);e[n]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,n){return await this._createThreadAssistantStream(t,e,n)}async _runAssistantStream(e,t,n,r){return await this._createAssistantStream(t,e,n,r)}async _runToolAssistantStream(e,t,n,r,o){return await this._createToolAssistantStream(n,e,t,r,o)}}eZ=function(e){if(!this.ended)switch(n1(this,eD,e,"f"),n0(this,eC,"m",eq).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":n0(this,eC,"m",eV).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n0(this,eC,"m",eH).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":n0(this,eC,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eB=function(){if(this.ended)throw new T("stream has ended, this shouldn't happen");if(!n0(this,eM,"f"))throw Error("Final run has not been received");return n0(this,eM,"f")},eF=function(e){let[t,n]=n0(this,eC,"m",eW).call(this,e,n0(this,eT,"f"));for(let e of(n1(this,eT,t,"f"),n0(this,eP,"f")[t.id]=t,n)){let n=t.content[e.index];n?.type=="text"&&this._emit("textCreated",n.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let n of e.data.delta.content){if("text"==n.type&&n.text){let e=n.text,r=t.content[n.index];if(r&&"text"==r.type)this._emit("textDelta",e,r.text);else throw Error("The snapshot associated with this text delta is not text or missing")}if(n.index!=n0(this,eN,"f")){if(n0(this,eA,"f"))switch(n0(this,eA,"f").type){case"text":this._emit("textDone",n0(this,eA,"f").text,n0(this,eT,"f"));break;case"image_file":this._emit("imageFileDone",n0(this,eA,"f").image_file,n0(this,eT,"f"))}n1(this,eN,n.index,"f")}n1(this,eA,t.content[n.index],"f")}break;case"thread.message.completed":case"thread.message.incomplete":if(void 0!==n0(this,eN,"f")){let t=e.data.content[n0(this,eN,"f")];if(t)switch(t.type){case"image_file":this._emit("imageFileDone",t.image_file,n0(this,eT,"f"));break;case"text":this._emit("textDone",t.text,n0(this,eT,"f"))}}n0(this,eT,"f")&&this._emit("messageDone",e.data),n1(this,eT,void 0,"f")}},eH=function(e){let t=n0(this,eC,"m",eU).call(this,e);switch(n1(this,ez,t,"f"),e.event){case"thread.run.step.created":this._emit("runStepCreated",e.data);break;case"thread.run.step.delta":let n=e.data.delta;if(n.step_details&&"tool_calls"==n.step_details.type&&n.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of n.step_details.tool_calls)e.index==n0(this,eI,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(n0(this,eR,"f")&&this._emit("toolCallDone",n0(this,eR,"f")),n1(this,eI,e.index,"f"),n1(this,eR,t.step_details.tool_calls[e.index],"f"),n0(this,eR,"f")&&this._emit("toolCallCreated",n0(this,eR,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":n1(this,ez,void 0,"f"),"tool_calls"==e.data.step_details.type&&n0(this,eR,"f")&&(this._emit("toolCallDone",n0(this,eR,"f")),n1(this,eR,void 0,"f")),this._emit("runStepDone",e.data,t)}},eq=function(e){n0(this,ej,"f").push(e),this._emit("event",e)},eU=function(e){switch(e.event){case"thread.run.step.created":return n0(this,e_,"f")[e.data.id]=e.data,e.data;case"thread.run.step.delta":let t=n0(this,e_,"f")[e.data.id];if(!t)throw Error("Received a RunStepDelta before creation of a snapshot");let n=e.data;if(n.delta){let r=n2.accumulateDelta(t,n.delta);n0(this,e_,"f")[e.data.id]=r}return n0(this,e_,"f")[e.data.id];case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":case"thread.run.step.in_progress":n0(this,e_,"f")[e.data.id]=e.data}if(n0(this,e_,"f")[e.data.id])return n0(this,e_,"f")[e.data.id];throw Error("No snapshot available")},eW=function(e,t){let n=[];switch(e.event){case"thread.message.created":return[e.data,n];case"thread.message.delta":if(!t)throw Error("Received a delta with no existing snapshot (there should be one from message creation)");let r=e.data;if(r.delta.content)for(let e of r.delta.content)if(e.index in t.content){let n=t.content[e.index];t.content[e.index]=n0(this,eC,"m",eK).call(this,e,n)}else t.content[e.index]=e,n.push(e);return[t,n];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,n];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eK=function(e,t){return n2.accumulateDelta(t,e)},eV=function(e){switch(n1(this,eL,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":n1(this,eM,e.data,"f"),n0(this,eR,"f")&&(this._emit("toolCallDone",n0(this,eR,"f")),n1(this,eR,void 0,"f"))}};class n4 extends tG{create(e,t,n){return this._client.post(`/threads/${e}/messages`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}retrieve(e,t,n){return this._client.get(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/messages/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,n3,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t,n){return this._client.delete(`/threads/${e}/messages/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}}class n3 extends t0{}n4.MessagesPage=n3;class n6 extends tG{retrieve(e,t,n,r={},o){return tj(r)?this.retrieve(e,t,n,{},r):this._client.get(`/threads/${e}/runs/${t}/steps/${n}`,{query:r,...o,headers:{"OpenAI-Beta":"assistants=v2",...o?.headers}})}list(e,t,n={},r){return tj(n)?this.list(e,t,{},n):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,n8,{query:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class n8 extends t0{}n6.RunStepsPage=n8;class n5 extends tG{constructor(){super(...arguments),this.steps=new n6(this._client)}create(e,t,n){let{include:r,...o}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:r},body:o,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers},stream:t.stream??!1})}retrieve(e,t,n){return this._client.get(`/threads/${e}/runs/${t}`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}update(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,n7,{query:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}cancel(e,t,n){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}async createAndPoll(e,t,n){let r=await this.create(e,t,n);return await this.poll(e,r.id,n)}createAndStream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}async poll(e,t,n){let r={...n?.headers,"X-Stainless-Poll-Helper":"true"};for(n?.pollIntervalMs&&(r["X-Stainless-Custom-Poll-Interval"]=n.pollIntervalMs.toString());;){let{data:o,response:i}=await this.retrieve(e,t,{...n,headers:{...n?.headers,...r}}).withResponse();switch(o.status){case"queued":case"in_progress":case"cancelling":let a=5e3;if(n?.pollIntervalMs)a=n.pollIntervalMs;else{let e=i.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(a=t)}}await tR(a);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return o}}}stream(e,t,n){return n2.createAssistantStream(e,this._client.beta.threads.runs,t,n)}submitToolOutputs(e,t,n,r){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:n.stream??!1})}async submitToolOutputsAndPoll(e,t,n,r){let o=await this.submitToolOutputs(e,t,n,r);return await this.poll(e,o.id,r)}submitToolOutputsStream(e,t,n,r){return n2.createToolAssistantStream(e,t,this._client.beta.threads.runs,n,r)}}class n7 extends t0{}n5.RunsPage=n7,n5.Steps=n6,n5.RunStepsPage=n8;class n9 extends tG{constructor(){super(...arguments),this.runs=new n5(this._client),this.messages=new n4(this._client)}create(e={},t){return tj(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,n){return this._client.post(`/threads/${e}`,{body:t,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let n=await this.createAndRun(e,t);return await this.runs.poll(n.thread_id,n.id,t)}createAndRunStream(e,t){return n2.createThreadAssistantStream(e,this._client.beta.threads,t)}}n9.Runs=n5,n9.RunsPage=n7,n9.Messages=n4,n9.MessagesPage=n3;class re extends tG{constructor(){super(...arguments),this.realtime=new nJ(this._client),this.chat=new nG(this._client),this.assistants=new nS(this._client),this.threads=new n9(this._client)}}re.Realtime=nJ,re.Assistants=nS,re.AssistantsPage=nE,re.Threads=n9;class rt extends tG{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tj(e)?this.list({},e):this._client.getAPIList("/batches",rn,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class rn extends t0{}rt.BatchesPage=rn;class rr extends tG{create(e,t,n){return this._client.post(`/uploads/${e}/parts`,td({body:t,...n}))}}class ro extends tG{constructor(){super(...arguments),this.parts=new rr(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,n){return this._client.post(`/uploads/${e}/complete`,{body:t,...n})}}function ri(e,t){let n=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var n,r;let o=(n=e.tools??[],r=t.name,n.find(e=>"function"===e.type&&e.name===r));return{...t,...t,parsed_arguments:o?.$brand==="auto-parseable-tool"?o.$parseRaw(t.arguments):o?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let n=e.content.map(e=>{var n;return"output_text"===e.type?{...e,parsed:(n=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(n):JSON.parse(n))}:e});return{...e,content:n}}return e}),r=Object.assign({},e,{output:n});return Object.getOwnPropertyDescriptor(e,"output_text")||ra(r),Object.defineProperty(r,"output_parsed",{enumerable:!0,get(){for(let e of r.output)if("message"===e.type){for(let t of e.content)if("output_text"===t.type&&null!==t.parsed)return t.parsed}return null}}),r}function ra(e){let t=[];for(let n of e.output)if("message"===n.type)for(let e of n.content)"output_text"===e.type&&t.push(e.text);e.output_text=t.join("")}ro.Parts=rr;class rl extends tG{list(e,t={},n){return tj(t)?this.list(e,{},t):this._client.getAPIList(`/responses/${e}/input_items`,rf,{query:t,...n})}}var rs=function(e,t,n,r,o){if("m"===r)throw TypeError("Private method is not writable");if("a"===r&&!o)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!o:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===r?o.call(e,n):o?o.value=n:t.set(e,n),n},rc=function(e,t,n,r){if("a"===n&&!r)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!r:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===n?r:"a"===n?r.call(e):r?r.value:t.get(e)};class ru extends nM{constructor(e){super(),e$.add(this),eX.set(this,void 0),eG.set(this,void 0),eY.set(this,void 0),rs(this,eX,e,"f")}static createResponse(e,t,n){let r=new ru(t);return r._run(()=>r._createResponse(e,t,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}async _createResponse(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),rc(this,e$,"m",eQ).call(this);let o=await e.responses.create({...t,stream:!0},{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))rc(this,e$,"m",eJ).call(this,e);if(o.controller.signal?.aborted)throw new N;return rc(this,e$,"m",e0).call(this)}[(eX=new WeakMap,eG=new WeakMap,eY=new WeakMap,e$=new WeakSet,eQ=function(){this.ended||rs(this,eG,void 0,"f")},eJ=function(e){if(this.ended)return;let t=rc(this,e$,"m",e1).call(this,e);switch(this._emit("event",e),e.type){case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new T(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new T(`expected content to be 'output_text', got ${t.type}`);this._emit("response.output_text.delta",{...e,snapshot:t.text})}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);"function_call"===n.type&&this._emit("response.function_call_arguments.delta",{...e,snapshot:n.arguments});break}default:this._emit(e.type,e)}},e0=function(){if(this.ended)throw new T("stream has ended, this shouldn't happen");let e=rc(this,eG,"f");if(!e)throw new T("request ended without sending any events");rs(this,eG,void 0,"f");let t=function(e,t){return t&&nN(t.text?.format)?ri(e,t):{...e,output_parsed:null,output:e.output.map(e=>"function_call"===e.type?{...e,parsed_arguments:null}:"message"===e.type?{...e,content:e.content.map(e=>({...e,parsed:null}))}:e)}}(e,rc(this,eX,"f"));return rs(this,eY,t,"f"),t},e1=function(e){let t=rc(this,eG,"f");if(!t){if("response.created"!==e.type)throw new T(`When snapshot hasn't been set yet, expected 'response.created' event, got ${e.type}`);return rs(this,eG,e.response,"f")}switch(e.type){case"response.output_item.added":t.output.push(e.item);break;case"response.content_part.added":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);"message"===n.type&&n.content.push(e.part);break}case"response.output_text.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);if("message"===n.type){let t=n.content[e.content_index];if(!t)throw new T(`missing content at index ${e.content_index}`);if("output_text"!==t.type)throw new T(`expected content to be 'output_text', got ${t.type}`);t.text+=e.delta}break}case"response.function_call_arguments.delta":{let n=t.output[e.output_index];if(!n)throw new T(`missing output at index ${e.output_index}`);"function_call"===n.type&&(n.arguments+=e.delta);break}case"response.completed":rs(this,eG,e.response,"f")}return t},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("event",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let 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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/49-036448f42c39b97c.js b/litellm/proxy/_experimental/out/_next/static/chunks/49-036448f42c39b97c.js
deleted file mode 100644
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new file mode 100644
index 0000000000..5a4980e3df
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/527-d9b7316e990a0539.js
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5809-33437b27a2ac76d5.js
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Only strict function tools can be auto-parsed`)}}(e.tools),this._client.chat.completions.create(e,{...t,headers:{...t?.headers,"X-Stainless-Helper-Method":"beta.chat.completions.parse"}})._thenUnwrap(t=>rB(t,e))}runFunctions(e,t){return e.stream?rK.runFunctions(this._client,e,t):rL.runFunctions(this._client,e,t)}runTools(e,t){return e.stream?rK.runTools(this._client,e,t):rL.runTools(this._client,e,t)}stream(e,t){return rH.createChatCompletion(this._client,e,t)}}class rY extends tY{constructor(){super(...arguments),this.completions=new rz(this._client)}}(rY||(rY={})).Completions=rz;class rQ extends tY{create(e,t){return this._client.post("/realtime/sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class rG extends tY{create(e,t){return this._client.post("/realtime/transcription_sessions",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}}class rZ extends tY{constructor(){super(...arguments),this.sessions=new rQ(this._client),this.transcriptionSessions=new rG(this._client)}}rZ.Sessions=rQ,rZ.TranscriptionSessions=rG;var r0=function(e,t,r,s){if("a"===r&&!s)throw TypeError("Private accessor was defined without a getter");if("function"==typeof t?e!==t||!s:!t.has(e))throw TypeError("Cannot read private member from an object whose class did not declare it");return"m"===r?s:"a"===r?s.call(e):s?s.value:t.get(e)},r1=function(e,t,r,s,n){if("m"===s)throw TypeError("Private method is not writable");if("a"===s&&!n)throw TypeError("Private accessor was defined without a setter");if("function"==typeof t?e!==t||!n:!t.has(e))throw TypeError("Cannot write private member to an object whose class did not declare it");return"a"===s?n.call(e,r):n?n.value=r:t.set(e,r),r};class r2 extends rC{constructor(){super(...arguments),eI.add(this),eR.set(this,[]),eP.set(this,{}),eO.set(this,{}),e$.set(this,void 0),eC.set(this,void 0),ek.set(this,void 0),eT.set(this,void 0),eB.set(this,void 0),eM.set(this,void 0),eN.set(this,void 0),ej.set(this,void 0),eL.set(this,void 0)}[(eR=new WeakMap,eP=new WeakMap,eO=new WeakMap,e$=new WeakMap,eC=new WeakMap,ek=new WeakMap,eT=new WeakMap,eB=new WeakMap,eM=new WeakMap,eN=new WeakMap,ej=new WeakMap,eL=new WeakMap,eI=new WeakSet,Symbol.asyncIterator)](){let e=[],t=[],r=!1;return this.on("event",r=>{let s=t.shift();s?s.resolve(r):e.push(r)}),this.on("end",()=>{for(let e of(r=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let s of(r=!0,t))s.reject(e);t.length=0}),this.on("error",e=>{for(let s of(r=!0,t))s.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:r?{value:void 0,done:!0}:new Promise((e,r)=>t.push({resolve:e,reject:r})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}static fromReadableStream(e){let t=new r2;return t._run(()=>t._fromReadableStream(e)),t}async _fromReadableStream(e,t){let r=t?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),this._connected();let s=e5.fromReadableStream(e,this.controller);for await(let e of s)r0(this,eI,"m",eU).call(this,e);if(s.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}toReadableStream(){return new e5(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}static createToolAssistantStream(e,t,r,s,n){let i=new r2;return i._run(()=>i._runToolAssistantStream(e,t,r,s,{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),i}async _createToolAssistantStream(e,t,r,s,n){let i=n?.signal;i&&(i.aborted&&this.controller.abort(),i.addEventListener("abort",()=>this.controller.abort()));let a={...s,stream:!0},o=await e.submitToolOutputs(t,r,a,{...n,signal:this.controller.signal});for await(let e of(this._connected(),o))r0(this,eI,"m",eU).call(this,e);if(o.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}static createThreadAssistantStream(e,t,r){let s=new r2;return s._run(()=>s._threadAssistantStream(e,t,{...r,headers:{...r?.headers,"X-Stainless-Helper-Method":"stream"}})),s}static createAssistantStream(e,t,r,s){let n=new r2;return n._run(()=>n._runAssistantStream(e,t,r,{...s,headers:{...s?.headers,"X-Stainless-Helper-Method":"stream"}})),n}currentEvent(){return r0(this,eN,"f")}currentRun(){return r0(this,ej,"f")}currentMessageSnapshot(){return r0(this,e$,"f")}currentRunStepSnapshot(){return r0(this,eL,"f")}async finalRunSteps(){return await this.done(),Object.values(r0(this,eP,"f"))}async finalMessages(){return await this.done(),Object.values(r0(this,eO,"f"))}async finalRun(){if(await this.done(),!r0(this,eC,"f"))throw Error("Final run was not received.");return r0(this,eC,"f")}async _createThreadAssistantStream(e,t,r){let s=r?.signal;s&&(s.aborted&&this.controller.abort(),s.addEventListener("abort",()=>this.controller.abort()));let n={...t,stream:!0},i=await e.createAndRun(n,{...r,signal:this.controller.signal});for await(let e of(this._connected(),i))r0(this,eI,"m",eU).call(this,e);if(i.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}async _createAssistantStream(e,t,r,s){let n=s?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort()));let i={...r,stream:!0},a=await e.create(t,i,{...s,signal:this.controller.signal});for await(let e of(this._connected(),a))r0(this,eI,"m",eU).call(this,e);if(a.controller.signal?.aborted)throw new k;return this._addRun(r0(this,eI,"m",eD).call(this))}static accumulateDelta(e,t){for(let[r,s]of Object.entries(t)){if(!e.hasOwnProperty(r)){e[r]=s;continue}let t=e[r];if(null==t||"index"===r||"type"===r){e[r]=s;continue}if("string"==typeof t&&"string"==typeof s)t+=s;else if("number"==typeof t&&"number"==typeof s)t+=s;else if(tz(t)&&tz(s))t=this.accumulateDelta(t,s);else if(Array.isArray(t)&&Array.isArray(s)){if(t.every(e=>"string"==typeof e||"number"==typeof e)){t.push(...s);continue}for(let e of s){if(!tz(e))throw Error(`Expected array delta entry to be an object but got: ${e}`);let r=e.index;if(null==r)throw console.error(e),Error("Expected array delta entry to have an `index` property");if("number"!=typeof r)throw Error(`Expected array delta entry \`index\` property to be a number but got ${r}`);let s=t[r];null==s?t.push(e):t[r]=this.accumulateDelta(s,e)}continue}else throw Error(`Unhandled record type: ${r}, deltaValue: ${s}, accValue: ${t}`);e[r]=t}return e}_addRun(e){return e}async _threadAssistantStream(e,t,r){return await this._createThreadAssistantStream(t,e,r)}async _runAssistantStream(e,t,r,s){return await this._createAssistantStream(t,e,r,s)}async _runToolAssistantStream(e,t,r,s,n){return await this._createToolAssistantStream(r,e,t,s,n)}}eU=function(e){if(!this.ended)switch(r1(this,eN,e,"f"),r0(this,eI,"m",eq).call(this,e),e.event){case"thread.created":break;case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":case"thread.run.requires_action":case"thread.run.completed":case"thread.run.incomplete":case"thread.run.failed":case"thread.run.cancelling":case"thread.run.cancelled":case"thread.run.expired":r0(this,eI,"m",eV).call(this,e);break;case"thread.run.step.created":case"thread.run.step.in_progress":case"thread.run.step.delta":case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":r0(this,eI,"m",eW).call(this,e);break;case"thread.message.created":case"thread.message.in_progress":case"thread.message.delta":case"thread.message.completed":case"thread.message.incomplete":r0(this,eI,"m",eF).call(this,e);break;case"error":throw Error("Encountered an error event in event processing - errors should be processed earlier")}},eD=function(){if(this.ended)throw new $("stream has ended, this shouldn't happen");if(!r0(this,eC,"f"))throw Error("Final run has not been received");return r0(this,eC,"f")},eF=function(e){let[t,r]=r0(this,eI,"m",eJ).call(this,e,r0(this,e$,"f"));for(let e of(r1(this,e$,t,"f"),r0(this,eO,"f")[t.id]=t,r)){let r=t.content[e.index];r?.type=="text"&&this._emit("textCreated",r.text)}switch(e.event){case"thread.message.created":this._emit("messageCreated",e.data);break;case"thread.message.in_progress":break;case"thread.message.delta":if(this._emit("messageDelta",e.data.delta,t),e.data.delta.content)for(let r of e.data.delta.content){if("text"==r.type&&r.text){let e=r.text,s=t.content[r.index];if(s&&"text"==s.type)this._emit("textDelta",e,s.text);else throw Error("The snapshot associated with this text delta is not text or missing")}if(r.index!=r0(this,ek,"f")){if(r0(this,eT,"f"))switch(r0(this,eT,"f").type){case"text":this._emit("textDone",r0(this,eT,"f").text,r0(this,e$,"f"));break;case"image_file":this._emit("imageFileDone",r0(this,eT,"f").image_file,r0(this,e$,"f"))}r1(this,ek,r.index,"f")}r1(this,eT,t.content[r.index],"f")}break;case"thread.message.completed":case"thread.message.incomplete":if(void 0!==r0(this,ek,"f")){let t=e.data.content[r0(this,ek,"f")];if(t)switch(t.type){case"image_file":this._emit("imageFileDone",t.image_file,r0(this,e$,"f"));break;case"text":this._emit("textDone",t.text,r0(this,e$,"f"))}}r0(this,e$,"f")&&this._emit("messageDone",e.data),r1(this,e$,void 0,"f")}},eW=function(e){let t=r0(this,eI,"m",eX).call(this,e);switch(r1(this,eL,t,"f"),e.event){case"thread.run.step.created":this._emit("runStepCreated",e.data);break;case"thread.run.step.delta":let r=e.data.delta;if(r.step_details&&"tool_calls"==r.step_details.type&&r.step_details.tool_calls&&"tool_calls"==t.step_details.type)for(let e of r.step_details.tool_calls)e.index==r0(this,eB,"f")?this._emit("toolCallDelta",e,t.step_details.tool_calls[e.index]):(r0(this,eM,"f")&&this._emit("toolCallDone",r0(this,eM,"f")),r1(this,eB,e.index,"f"),r1(this,eM,t.step_details.tool_calls[e.index],"f"),r0(this,eM,"f")&&this._emit("toolCallCreated",r0(this,eM,"f")));this._emit("runStepDelta",e.data.delta,t);break;case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":r1(this,eL,void 0,"f"),"tool_calls"==e.data.step_details.type&&r0(this,eM,"f")&&(this._emit("toolCallDone",r0(this,eM,"f")),r1(this,eM,void 0,"f")),this._emit("runStepDone",e.data,t)}},eq=function(e){r0(this,eR,"f").push(e),this._emit("event",e)},eX=function(e){switch(e.event){case"thread.run.step.created":return r0(this,eP,"f")[e.data.id]=e.data,e.data;case"thread.run.step.delta":let t=r0(this,eP,"f")[e.data.id];if(!t)throw Error("Received a RunStepDelta before creation of a snapshot");let r=e.data;if(r.delta){let s=r2.accumulateDelta(t,r.delta);r0(this,eP,"f")[e.data.id]=s}return r0(this,eP,"f")[e.data.id];case"thread.run.step.completed":case"thread.run.step.failed":case"thread.run.step.cancelled":case"thread.run.step.expired":case"thread.run.step.in_progress":r0(this,eP,"f")[e.data.id]=e.data}if(r0(this,eP,"f")[e.data.id])return r0(this,eP,"f")[e.data.id];throw Error("No snapshot available")},eJ=function(e,t){let r=[];switch(e.event){case"thread.message.created":return[e.data,r];case"thread.message.delta":if(!t)throw Error("Received a delta with no existing snapshot (there should be one from message creation)");let s=e.data;if(s.delta.content)for(let e of s.delta.content)if(e.index in t.content){let r=t.content[e.index];t.content[e.index]=r0(this,eI,"m",eH).call(this,e,r)}else t.content[e.index]=e,r.push(e);return[t,r];case"thread.message.in_progress":case"thread.message.completed":case"thread.message.incomplete":if(t)return[t,r];throw Error("Received thread message event with no existing snapshot")}throw Error("Tried to accumulate a non-message event")},eH=function(e,t){return r2.accumulateDelta(t,e)},eV=function(e){switch(r1(this,ej,e.data,"f"),e.event){case"thread.run.created":case"thread.run.queued":case"thread.run.in_progress":break;case"thread.run.requires_action":case"thread.run.cancelled":case"thread.run.failed":case"thread.run.completed":case"thread.run.expired":r1(this,eC,e.data,"f"),r0(this,eM,"f")&&(this._emit("toolCallDone",r0(this,eM,"f")),r1(this,eM,void 0,"f"))}};class r6 extends tY{create(e,t,r){return this._client.post(`/threads/${e}/messages`,{body:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}retrieve(e,t,r){return this._client.get(`/threads/${e}/messages/${t}`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}update(e,t,r,s){return this._client.post(`/threads/${e}/messages/${t}`,{body:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers}})}list(e,t={},r){return tR(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/messages`,r8,{query:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}del(e,t,r){return this._client.delete(`/threads/${e}/messages/${t}`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}}class r8 extends t0{}r6.MessagesPage=r8;class r3 extends tY{retrieve(e,t,r,s={},n){return tR(s)?this.retrieve(e,t,r,{},s):this._client.get(`/threads/${e}/runs/${t}/steps/${r}`,{query:s,...n,headers:{"OpenAI-Beta":"assistants=v2",...n?.headers}})}list(e,t,r={},s){return tR(r)?this.list(e,t,{},r):this._client.getAPIList(`/threads/${e}/runs/${t}/steps`,r4,{query:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers}})}}class r4 extends t0{}r3.RunStepsPage=r4;class r5 extends tY{constructor(){super(...arguments),this.steps=new r3(this._client)}create(e,t,r){let{include:s,...n}=t;return this._client.post(`/threads/${e}/runs`,{query:{include:s},body:n,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers},stream:t.stream??!1})}retrieve(e,t,r){return this._client.get(`/threads/${e}/runs/${t}`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}update(e,t,r,s){return this._client.post(`/threads/${e}/runs/${t}`,{body:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers}})}list(e,t={},r){return tR(t)?this.list(e,{},t):this._client.getAPIList(`/threads/${e}/runs`,r9,{query:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}cancel(e,t,r){return this._client.post(`/threads/${e}/runs/${t}/cancel`,{...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}async createAndPoll(e,t,r){let s=await this.create(e,t,r);return await this.poll(e,s.id,r)}createAndStream(e,t,r){return r2.createAssistantStream(e,this._client.beta.threads.runs,t,r)}async poll(e,t,r){let s={...r?.headers,"X-Stainless-Poll-Helper":"true"};for(r?.pollIntervalMs&&(s["X-Stainless-Custom-Poll-Interval"]=r.pollIntervalMs.toString());;){let{data:n,response:i}=await this.retrieve(e,t,{...r,headers:{...r?.headers,...s}}).withResponse();switch(n.status){case"queued":case"in_progress":case"cancelling":let a=5e3;if(r?.pollIntervalMs)a=r.pollIntervalMs;else{let e=i.headers.get("openai-poll-after-ms");if(e){let t=parseInt(e);isNaN(t)||(a=t)}}await tM(a);break;case"requires_action":case"incomplete":case"cancelled":case"completed":case"failed":case"expired":return n}}}stream(e,t,r){return r2.createAssistantStream(e,this._client.beta.threads.runs,t,r)}submitToolOutputs(e,t,r,s){return this._client.post(`/threads/${e}/runs/${t}/submit_tool_outputs`,{body:r,...s,headers:{"OpenAI-Beta":"assistants=v2",...s?.headers},stream:r.stream??!1})}async submitToolOutputsAndPoll(e,t,r,s){let n=await this.submitToolOutputs(e,t,r,s);return await this.poll(e,n.id,s)}submitToolOutputsStream(e,t,r,s){return r2.createToolAssistantStream(e,t,this._client.beta.threads.runs,r,s)}}class r9 extends t0{}r5.RunsPage=r9,r5.Steps=r3,r5.RunStepsPage=r4;class r7 extends tY{constructor(){super(...arguments),this.runs=new r5(this._client),this.messages=new r6(this._client)}create(e={},t){return tR(e)?this.create({},e):this._client.post("/threads",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}retrieve(e,t){return this._client.get(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}update(e,t,r){return this._client.post(`/threads/${e}`,{body:t,...r,headers:{"OpenAI-Beta":"assistants=v2",...r?.headers}})}del(e,t){return this._client.delete(`/threads/${e}`,{...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers}})}createAndRun(e,t){return this._client.post("/threads/runs",{body:e,...t,headers:{"OpenAI-Beta":"assistants=v2",...t?.headers},stream:e.stream??!1})}async createAndRunPoll(e,t){let r=await this.createAndRun(e,t);return await this.runs.poll(r.thread_id,r.id,t)}createAndRunStream(e,t){return r2.createThreadAssistantStream(e,this._client.beta.threads,t)}}r7.Runs=r5,r7.RunsPage=r9,r7.Messages=r6,r7.MessagesPage=r8;class se extends tY{constructor(){super(...arguments),this.realtime=new rZ(this._client),this.chat=new rY(this._client),this.assistants=new rA(this._client),this.threads=new r7(this._client)}}se.Realtime=rZ,se.Assistants=rA,se.AssistantsPage=rS,se.Threads=r7;class st extends tY{create(e,t){return this._client.post("/batches",{body:e,...t})}retrieve(e,t){return this._client.get(`/batches/${e}`,t)}list(e={},t){return tR(e)?this.list({},e):this._client.getAPIList("/batches",sr,{query:e,...t})}cancel(e,t){return this._client.post(`/batches/${e}/cancel`,t)}}class sr extends t0{}st.BatchesPage=sr;class ss extends tY{create(e,t,r){return this._client.post(`/uploads/${e}/parts`,th({body:t,...r}))}}class sn extends tY{constructor(){super(...arguments),this.parts=new ss(this._client)}create(e,t){return this._client.post("/uploads",{body:e,...t})}cancel(e,t){return this._client.post(`/uploads/${e}/cancel`,t)}complete(e,t,r){return this._client.post(`/uploads/${e}/complete`,{body:t,...r})}}function si(e,t){let r=e.output.map(e=>{if("function_call"===e.type)return{...e,parsed_arguments:function(e,t){var r,s;let n=(r=e.tools??[],s=t.name,r.find(e=>"function"===e.type&&e.name===s));return{...t,...t,parsed_arguments:n?.$brand==="auto-parseable-tool"?n.$parseRaw(t.arguments):n?.strict?JSON.parse(t.arguments):null}}(t,e)};if("message"===e.type){let r=e.content.map(e=>{var r;return"output_text"===e.type?{...e,parsed:(r=e.text,t.text?.format?.type!=="json_schema"?null:"$parseRaw"in t.text?.format?(t.text?.format).$parseRaw(r):JSON.parse(r))}:e});return{...e,content:r}}return 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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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deleted file mode 100644
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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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new file mode 100644
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es;en(this,a,"m",T).call(this)}[(s=new WeakMap,u=new WeakMap,c=new WeakMap,h=new WeakMap,f=new WeakMap,d=new WeakMap,p=new WeakMap,m=new WeakMap,g=new WeakMap,y=new WeakMap,v=new WeakMap,b=new WeakMap,k=new WeakMap,w=new WeakMap,_=new WeakMap,a=new WeakSet,x=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new el("stream ended without producing a content block with type=text");return e.join(" ")},E=function(){this.ended||et(this,s,void 0,"f")},R=function(e){if(this.ended)return;let t=en(this,a,"m",P).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tE(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,s,t,"f")}},T=function(){if(this.ended)throw new el("stream has ended, this shouldn't happen");let e=en(this,s,"f");if(!e)throw new el("request ended without sending any chunks");return et(this,s,void 0,"f"),e},P=function(e){let t=en(this,s,"f");if("message_start"===e.type){if(t)throw new el(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new el(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tE(n)){let t=n[t_]||"";if(Object.defineProperty(n,t_,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new el(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,_,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eZ(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tT={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tP={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tC extends tu{constructor(){super(...arguments),this.batches=new tv(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tP&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tP[r.model]}
+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let i=this._client._options.timeout;if(!r.stream&&null==i){let e=tT[r.model]??void 0;i=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:i??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tR.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:tf([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tC.Batches=tv;class tM extends tu{constructor(){super(...arguments),this.models=new tg(this._client),this.messages=new tC(this._client),this.files=new tm(this._client)}}tM.Models=tg,tM.Messages=tC,tM.Files=tm;class tA extends tu{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:tf([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tI="__json_buf";function tO(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tz{constructor(){C.add(this),this.messages=[],this.receivedMessages=[],M.set(this,void 0),this.controller=new AbortController,A.set(this,void 0),I.set(this,()=>{}),O.set(this,()=>{}),z.set(this,void 0),L.set(this,()=>{}),j.set(this,()=>{}),D.set(this,{}),F.set(this,!1),N.set(this,!1),H.set(this,!1),U.set(this,!1),B.set(this,void 0),q.set(this,void 0),W.set(this,e=>{if(et(this,N,!0,"f"),ei(e)&&(e=new es),e instanceof es)return et(this,H,!0,"f"),this._emit("abort",e);if(e instanceof el)return this._emit("error",e);if(e instanceof Error){let t=new el(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new el(String(e)))}),et(this,A,new Promise((e,t)=>{et(this,I,e,"f"),et(this,O,t,"f")}),"f"),et(this,z,new Promise((e,t)=>{et(this,L,e,"f"),et(this,j,t,"f")}),"f"),en(this,A,"f").catch(()=>{}),en(this,z,"f").catch(()=>{})}get response(){return en(this,B,"f")}get request_id(){return en(this,q,"f")}async withResponse(){let e=await en(this,A,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tz;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tz;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,W,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,C,"m",Z).call(this);let{response:i,data:o}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(i),o))en(this,C,"m",X).call(this,e);if(o.controller.signal?.aborted)throw new es;en(this,C,"m",J).call(this)}_connected(e){this.ended||(et(this,B,e,"f"),et(this,q,e?.headers.get("request-id"),"f"),en(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,F,"f")}get errored(){return en(this,N,"f")}get aborted(){return en(this,H,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,D,"f")[e]||(en(this,D,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,D,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,D,"f")[e]||(en(this,D,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,U,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,U,!0,"f"),await en(this,z,"f")}get currentMessage(){return en(this,M,"f")}async finalMessage(){return await this.done(),en(this,C,"m",$).call(this)}async finalText(){return await this.done(),en(this,C,"m",V).call(this)}_emit(e,...t){if(en(this,F,"f"))return;"end"===e&&(et(this,F,!0,"f"),en(this,L,"f").call(this));let n=en(this,D,"f")[e];if(n&&(en(this,D,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,U,"f")||n?.length||Promise.reject(e),en(this,O,"f").call(this,e),en(this,j,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,U,"f")||n?.length||Promise.reject(e),en(this,O,"f").call(this,e),en(this,j,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,C,"m",$).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,C,"m",Z).call(this),this._connected(null);let r=eZ.fromReadableStream(e,this.controller);for await(let e of r)en(this,C,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new es;en(this,C,"m",J).call(this)}[(M=new WeakMap,A=new WeakMap,I=new WeakMap,O=new WeakMap,z=new WeakMap,L=new WeakMap,j=new WeakMap,D=new WeakMap,F=new WeakMap,N=new WeakMap,H=new WeakMap,U=new WeakMap,B=new WeakMap,q=new WeakMap,W=new WeakMap,C=new WeakSet,$=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},V=function(){if(0===this.receivedMessages.length)throw new el("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new el("stream ended without producing a content block with type=text");return e.join(" ")},Z=function(){this.ended||et(this,M,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,C,"m",K).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tO(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,M,t,"f")}},J=function(){if(this.ended)throw new el("stream has ended, this shouldn't happen");let e=en(this,M,"f");if(!e)throw new el("request ended without sending any chunks");return et(this,M,void 0,"f"),e},K=function(e){let t=en(this,M,"f");if("message_start"===e.type){if(t)throw new el(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new el(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tO(n)){let t=n[tI]||"";Object.defineProperty(n,tI,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eZ(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tL extends tu{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new el(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:tf([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>ty.fromResponse(t.response,t.controller))}}class tj extends tu{constructor(){super(...arguments),this.batches=new tL(this._client)}create(e,t){e.model in tD&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tD[e.model]}
+Please migrate to a newer model. 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-3f76f4d2f9e30bdd.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-3f76f4d2f9e30bdd.js
new file mode 100644
index 0000000000..c0ab9ba588
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-3f76f4d2f9e30bdd.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-732ff8bc946077b5.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-732ff8bc946077b5.js
new file mode 100644
index 0000000000..45b2ca1c0a
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-8f20fa1eb19068a7.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-8f20fa1eb19068a7.js
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e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:h}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(x,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(x,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(b,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(v).length>0,t="";if(e){let e=JSON.stringify({metadata:v},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:h}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(x,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(x,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(b,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===d?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(x,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(b,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===d?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(b,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(b,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(x,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(w,"\n").concat(n)}},51601:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},49817:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).IMAGE_GENERATION="image_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",(r=i||(i={})).IMAGE="image",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages";let s={image_generation:"image",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},67479:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(52787),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,disabled:p}=e,[m,c]=(0,i.useState)([]),[u,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.getGuardrailsList)(l);console.log("Guardrails response:",e),e.guardrails&&(console.log("Guardrails data:",e.guardrails),c(e.guardrails))}catch(e){console.error("Error fetching guardrails:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",disabled:p,placeholder:p?"Setting guardrails is a premium feature.":"Select guardrails",onChange:e=>{console.log("Selected guardrails:",e),n(e)},value:t,loading:u,className:s,options:m.map(e=>(console.log("Mapping guardrail:",e),{label:"".concat(e.guardrail_name),value:e.guardrail_name})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"}})})}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(52787),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:m=!1}=e,[c,u]=(0,i.useState)([]),[g,d]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){d(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&u(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{d(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:g,className:s,options:c.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:m})})}}},function(e){e.O(0,[9820,1491,1526,2417,3709,9775,7908,9011,5319,7906,4851,6433,9888,8049,1052,2971,2117,1744],function(){return e(e.s=35831)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-419df96d4d884fcc.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-419df96d4d884fcc.js
new file mode 100644
index 0000000000..64b5e1972b
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g(ri,1&ri.current|2),t.child}e=e.sibling}null!==l.tail&&Y()>oI&&(t.flags|=128,r=!0,az(l,!1),t.lanes=4194304)}}else{if(!r){if(null!==(e=ru(a))){if(t.flags|=128,r=!0,e=e.updateQueue,t.updateQueue=e,ax(t,e),az(l,!0),null===l.tail&&"hidden"===l.tailMode&&!a.alternate&&!tZ)return aP(t),null}else 2*Y()-l.renderingStartTime>oI&&536870912!==n&&(t.flags|=128,r=!0,az(l,!1),t.lanes=4194304)}l.isBackwards?(a.sibling=t.child,t.child=a):(null!==(e=l.last)?e.sibling=a:t.child=a,l.last=a)}if(null!==l.tail)return t=l.tail,l.rendering=t,l.tail=t.sibling,l.renderingStartTime=Y(),t.sibling=null,e=ri.current,g(ri,r?1&e|2:1&e),t;return aP(t),null;case 22:case 23:return ro(t),re(),r=null!==t.memoizedState,null!==e?null!==e.memoizedState!==r&&(t.flags|=8192):r&&(t.flags|=8192),r&&0!=(1&t.mode)?0!=(536870912&n)&&0==(128&t.flags)&&(aP(t),6&t.subtreeFlags&&(t.flags|=8192)):aP(t),null!==(n=t.updateQueue)&&ax(t,n.retryQueue),n=null,null!==e&&null!==e.memoizedState&&null!==e.memoizedState.cachePool&&(n=e.memoizedState.cachePool.pool),r=null,null!==t.memoizedState&&null!==t.memoizedState.cachePool&&(r=t.memoizedState.cachePool.pool),r!==n&&(t.flags|=2048),null!==e&&h(ab),null;case 24:return n=null,null!==e&&(n=e.memoizedState.cache),t.memoizedState.cache!==n&&(t.flags|=2048),an(ad),aP(t),null;case 25:return null}throw Error(i(156,t.tag))}(t.alternate,t,oz);if(null!==n){ow=n;return}if(null!==(t=t.sibling)){ow=t;return}ow=t=e}while(null!==t);0===oP&&(oP=5)}function is(e,t,n,r,l){var a=ek,o=ov.transition;try{ov.transition=null,ek=2,function(e,t,n,r,l,a){do id();while(null!==oj);if(0!=(6&ob))throw Error(i(327));var 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null===n?(e.childLanes=0,e.lanes=t,e.child=null,e.subtreeFlags=0,e.memoizedProps=null,e.memoizedState=null,e.updateQueue=null,e.dependencies=null,e.stateNode=null):(e.childLanes=n.childLanes,e.lanes=n.lanes,e.child=n.child,e.subtreeFlags=0,e.deletions=null,e.memoizedProps=n.memoizedProps,e.memoizedState=n.memoizedState,e.updateQueue=n.updateQueue,e.type=n.type,t=n.dependencies,e.dependencies=null===t?null:{lanes:t.lanes,firstContext:t.firstContext}),e}function iz(e,t,n,r,l,a){var o=2;if(r=e,"function"==typeof e)iC(e)&&(o=1);else if("string"==typeof e)o=!function(e,t,n){if(1===n||null!=t.itemProp)return!1;switch(e){case"meta":case"title":return!0;case"style":if("string"!=typeof t.precedence||"string"!=typeof t.href||""===t.href)break;return!0;case"link":if("string"!=typeof t.rel||"string"!=typeof t.href||""===t.href||t.onLoad||t.onError)break;if("stylesheet"===t.rel)return e=t.disabled,"string"==typeof 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new file mode 100644
index 0000000000..52f6e74267
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/fd9d1056-64e84c4092e0c5d7.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/main-ad370c92406567cc.js b/litellm/proxy/_experimental/out/_next/static/chunks/main-a93cf31c84027372.js
similarity index 67%
rename from litellm/proxy/_experimental/out/_next/static/chunks/main-ad370c92406567cc.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/main-a93cf31c84027372.js
index 5c3e13f31c..a32e69b58a 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/main-ad370c92406567cc.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/main-a93cf31c84027372.js
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index 0000000000..4338370c37
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index 0000000000..212b19e7e2
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diff --git a/litellm/proxy/guardrails/guardrail_hooks/enkryptai/__init__.py b/litellm/proxy/guardrails/guardrail_hooks/enkryptai/__init__.py
new file mode 100644
index 0000000000..ab62679a60
--- /dev/null
+++ b/litellm/proxy/guardrails/guardrail_hooks/enkryptai/__init__.py
@@ -0,0 +1,41 @@
+from .enkryptai import EnkryptAIGuardrails
+
+__all__ = ["EnkryptAIGuardrails"]
+
+
+from typing import TYPE_CHECKING
+
+from litellm.types.guardrails import SupportedGuardrailIntegrations
+
+if TYPE_CHECKING:
+    from litellm.types.guardrails import Guardrail, LitellmParams
+
+
+def initialize_guardrail(litellm_params: "LitellmParams", guardrail: "Guardrail"):
+    import litellm
+
+    _enkryptai_callback = EnkryptAIGuardrails(
+        guardrail_name=guardrail.get("guardrail_name", ""),
+        api_key=litellm_params.api_key,
+        api_base=litellm_params.api_base,
+        policy_name=litellm_params.policy_name,
+        deployment_name=litellm_params.deployment_name,
+        detectors=litellm_params.detectors,
+        block_on_violation=litellm_params.block_on_violation,
+        event_hook=litellm_params.mode,
+        default_on=litellm_params.default_on,
+    )
+    litellm.logging_callback_manager.add_litellm_callback(_enkryptai_callback)
+
+    return _enkryptai_callback
+
+
+guardrail_initializer_registry = {
+    SupportedGuardrailIntegrations.ENKRYPTAI.value: initialize_guardrail,
+}
+
+
+guardrail_class_registry = {
+    SupportedGuardrailIntegrations.ENKRYPTAI.value: EnkryptAIGuardrails,
+}
+
diff --git a/litellm/proxy/guardrails/guardrail_hooks/enkryptai/enkryptai.py b/litellm/proxy/guardrails/guardrail_hooks/enkryptai/enkryptai.py
new file mode 100644
index 0000000000..39e658355e
--- /dev/null
+++ b/litellm/proxy/guardrails/guardrail_hooks/enkryptai/enkryptai.py
@@ -0,0 +1,489 @@
+# +-------------------------------------------------------------+
+#
+#           Use EnkryptAI Guardrails for your LLM calls
+#           https://enkryptai.com
+#
+# +-------------------------------------------------------------+
+
+import os
+from datetime import datetime
+from typing import (
+    Any,
+    AsyncGenerator,
+    Dict,
+    List,
+    Literal,
+    Optional,
+    Union,
+)
+
+import httpx
+
+import litellm
+from litellm._logging import verbose_proxy_logger
+from litellm.caching.caching import DualCache
+from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.llms.custom_httpx.http_handler import (
+    get_async_httpx_client,
+    httpxSpecialProvider,
+)
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.types.guardrails import GuardrailEventHooks
+from litellm.types.proxy.guardrails.guardrail_hooks.enkryptai import (
+    EnkryptAIProcessedResult,
+    EnkryptAIResponse,
+)
+from litellm.types.utils import GuardrailStatus, ModelResponseStream
+
+GUARDRAIL_NAME = "enkryptai"
+
+
+class EnkryptAIGuardrails(CustomGuardrail):
+    def __init__(
+        self,
+        guardrail_name: str = "litellm_test",
+        api_key: Optional[str] = None,
+        api_base: Optional[str] = None,
+        policy_name: Optional[str] = None,
+        **kwargs,
+    ):
+        self.async_handler = get_async_httpx_client(
+            llm_provider=httpxSpecialProvider.GuardrailCallback
+        )
+        
+        # Set API configuration
+        self.api_key = api_key or os.getenv("ENKRYPTAI_API_KEY")
+        if not self.api_key:
+            raise ValueError(
+                "EnkryptAI API key is required. Set ENKRYPTAI_API_KEY environment variable or pass api_key parameter."
+            )
+        
+        self.api_base = api_base or os.getenv(
+            "ENKRYPTAI_API_BASE", "https://api.enkryptai.com"
+        )
+        self.api_url = f"{self.api_base}/guardrails/policy/detect"
+        
+        # Policy name can be passed as parameter or use guardrail_name
+        self.policy_name = policy_name
+        self.guardrail_name = guardrail_name
+        self.guardrail_provider = "enkryptai"
+        
+        # store kwargs as optional_params
+        self.optional_params = kwargs
+
+        # Set supported event hooks
+        if "supported_event_hooks" not in kwargs:
+            kwargs["supported_event_hooks"] = [
+                GuardrailEventHooks.pre_call,
+                GuardrailEventHooks.post_call,
+                GuardrailEventHooks.during_call,
+            ]
+
+        super().__init__(guardrail_name=guardrail_name, **kwargs)
+
+        verbose_proxy_logger.debug(
+            "EnkryptAI Guardrail initialized with guardrail_name: %s, policy_name: %s",
+            self.guardrail_name,
+            self.policy_name,
+        )
+
+    async def _call_enkryptai_guardrails(
+        self,
+        prompt: str,
+        request_data: Optional[dict] = None,
+    ) -> EnkryptAIResponse:
+        """
+        Call Enkrypt AI Guardrails API to detect potential issues in the given prompt.
+        
+        Args:
+            prompt (str): The text to analyze for potential violations
+            request_data (dict): Optional request data for logging purposes
+            
+        Returns:
+            EnkryptAIResponse: Response from the Enkrypt AI Guardrails API
+        """
+        start_time = datetime.now()
+        
+        payload = {
+            "text": prompt
+        }
+        
+        headers = {
+            "Content-Type": "application/json",
+            "apikey": self.api_key
+        }
+        
+        # Add policy header if policy_name is set
+        if self.policy_name:
+            headers["x-enkrypt-policy"] = self.policy_name
+        
+        verbose_proxy_logger.debug(
+            "EnkryptAI request to %s with payload: %s",
+            self.api_url,
+            payload,
+        )
+        
+        try:
+            response = await self.async_handler.post(
+                url=self.api_url,
+                json=payload,
+                headers=headers,
+            )
+            response.raise_for_status()
+            response_json = response.json()
+            
+            end_time = datetime.now()
+            duration = (end_time - start_time).total_seconds()
+            
+            # Add guardrail information to request trace
+            if request_data:
+                guardrail_status = self._determine_guardrail_status(response_json)
+                self.add_standard_logging_guardrail_information_to_request_data(
+                    guardrail_provider=self.guardrail_provider,
+                    guardrail_json_response=response_json,
+                    request_data=request_data,
+                    guardrail_status=guardrail_status,
+                    start_time=start_time.timestamp(),
+                    end_time=end_time.timestamp(),
+                    duration=duration,
+                )
+            
+            return response_json
+            
+        except httpx.HTTPError as e:
+            end_time = datetime.now()
+            duration = (end_time - start_time).total_seconds()
+            
+            verbose_proxy_logger.error(
+                "EnkryptAI API request failed: %s", str(e)
+            )
+            
+            # Add guardrail information with failure status
+            if request_data:
+                self.add_standard_logging_guardrail_information_to_request_data(
+                    guardrail_provider=self.guardrail_provider,
+                    guardrail_json_response={"error": str(e)},
+                    request_data=request_data,
+                    guardrail_status="guardrail_failed_to_respond",
+                    start_time=start_time.timestamp(),
+                    end_time=end_time.timestamp(),
+                    duration=duration,
+                )
+            
+            raise
+
+    def _process_enkryptai_guardrails_response(
+        self, response: EnkryptAIResponse
+    ) -> EnkryptAIProcessedResult:
+        """
+        Process the response from the Enkrypt AI Guardrails API
+        
+        Args:
+            response: The response from the API with 'summary' and 'details' keys
+            
+        Returns:
+            EnkryptAIProcessedResult: Processed response with detected attacks and their details
+        """
+        summary = response.get("summary", {})
+        details = response.get("details", {})
+        
+        detected_attacks: List[str] = []
+        attack_details: Dict[str, Any] = {}
+        
+        for key, value in summary.items():
+            # Check if attack is detected
+            # For toxicity, it's a list (non-empty list means detected)
+            # For others, it's 1 for detected, 0 for not detected
+            if key == "toxicity":
+                if isinstance(value, list) and len(value) > 0:
+                    detected_attacks.append(key)
+                    attack_details[key] = details.get(key, {})
+            else:
+                if value == 1:
+                    detected_attacks.append(key)
+                    attack_details[key] = details.get(key, {})
+        
+        return {
+            "attacks_detected": detected_attacks,
+            "attack_details": attack_details
+        }
+
+    def _determine_guardrail_status(
+        self, response_json: EnkryptAIResponse
+    ) -> GuardrailStatus:
+        """
+        Determine the guardrail status based on EnkryptAI API response.
+        
+        Returns:
+            "success": Content allowed through with no violations
+            "guardrail_intervened": Content blocked due to policy violations
+            "guardrail_failed_to_respond": Technical error or API failure
+        """
+        try:
+            if not isinstance(response_json, dict):
+                return "guardrail_failed_to_respond"
+            
+            # Process the response to check for violations
+            processed_result = self._process_enkryptai_guardrails_response(response_json)
+            attacks_detected = processed_result["attacks_detected"]
+            
+            if attacks_detected:
+                return "guardrail_intervened"
+            
+            return "success"
+            
+        except Exception as e:
+            verbose_proxy_logger.error(
+                "Error determining EnkryptAI guardrail status: %s", str(e)
+            )
+            return "guardrail_failed_to_respond"
+
+    def _create_error_message(self, processed_result: EnkryptAIProcessedResult) -> str:
+        """
+        Create a detailed error message from processed guardrail results.
+        
+        Args:
+            processed_result: Processed response with detected attacks and their details
+            
+        Returns:
+            Formatted error message string
+        """
+        attacks_detected = processed_result["attacks_detected"]
+        attack_details = processed_result["attack_details"]
+        
+        error_message = f"Guardrail failed: {len(attacks_detected)} violation(s) detected\n\n"
+        
+        for attack_type in attacks_detected:
+            error_message += f"- {attack_type.upper()}:\n"
+            details = attack_details.get(attack_type, {})
+            
+            # Format details based on attack type
+            if attack_type == "policy_violation":
+                error_message += f"  Policy: {details.get('violating_policy', 'N/A')}\n"
+                error_message += f"  Explanation: {details.get('explanation', 'N/A')}\n"
+            elif attack_type == "pii":
+                error_message += f"  PII Detected: {details.get('pii', {})}\n"
+            elif attack_type == "toxicity":
+                toxic_types = [k for k, v in details.items() if isinstance(v, (int, float)) and v > 0.5]
+                error_message += f"  Types: {', '.join(toxic_types)}\n"
+            elif attack_type == "keyword_detected":
+                error_message += f"  Keywords: {details.get('detected_keywords', [])}\n"
+            elif attack_type == "bias":
+                error_message += f"  Bias Detected: {details.get('bias_detected', False)}\n"
+            else:
+                error_message += f"  Details: {details}\n"
+            error_message += "\n"
+        
+        return error_message.strip()
+
+    async def async_pre_call_hook(
+        self,
+        user_api_key_dict: UserAPIKeyAuth,
+        cache: DualCache,
+        data: dict,
+        call_type: Literal[
+            "completion",
+            "text_completion",
+            "embeddings",
+            "image_generation",
+            "moderation",
+            "audio_transcription",
+            "pass_through_endpoint",
+            "rerank",
+            "mcp_call",
+        ],
+    ) -> Union[Exception, str, dict, None]:
+        """
+        Runs before the LLM API call
+        Runs on only Input
+        Use this if you want to MODIFY the input
+        """
+        verbose_proxy_logger.debug("Running EnkryptAI pre-call hook")
+
+        from litellm.proxy.common_utils.callback_utils import (
+            add_guardrail_to_applied_guardrails_header,
+        )
+
+        event_type: GuardrailEventHooks = GuardrailEventHooks.pre_call
+        if self.should_run_guardrail(data=data, event_type=event_type) is not True:
+            return data
+
+        _messages = data.get("messages")
+        if _messages:
+            for message in _messages:
+                _content = message.get("content")
+                if isinstance(_content, str):
+                    result = await self._call_enkryptai_guardrails(
+                        prompt=_content,
+                        request_data=data,
+                    )
+
+                    verbose_proxy_logger.debug("Guardrails async_pre_call_hook result: %s", result)
+
+                    # Process the guardrails response
+                    processed_result = self._process_enkryptai_guardrails_response(result)
+                    attacks_detected = processed_result["attacks_detected"]
+
+                    # If any attacks are detected, raise an error
+                    if attacks_detected:
+                        error_message = self._create_error_message(processed_result)
+                        raise ValueError(error_message)
+
+        # Add guardrail to applied guardrails header
+        add_guardrail_to_applied_guardrails_header(
+            request_data=data, guardrail_name=self.guardrail_name
+        )
+        
+        return data
+
+    async def async_moderation_hook(
+        self,
+        data: dict,
+        user_api_key_dict: UserAPIKeyAuth,
+        call_type: Literal[
+            "completion",
+            "embeddings",
+            "image_generation",
+            "moderation",
+            "audio_transcription",
+            "responses",
+            "mcp_call",
+        ],
+    ):
+        """
+        Runs in parallel to LLM API call
+        Runs on only Input
+
+        This can NOT modify the input, only used to reject or accept a call before going to LLM API
+        """
+        from litellm.proxy.common_utils.callback_utils import (
+            add_guardrail_to_applied_guardrails_header,
+        )
+
+        event_type: GuardrailEventHooks = GuardrailEventHooks.during_call
+        if self.should_run_guardrail(data=data, event_type=event_type) is not True:
+            return
+
+        _messages = data.get("messages")
+        if _messages:
+            for message in _messages:
+                _content = message.get("content")
+                if isinstance(_content, str):
+                    result = await self._call_enkryptai_guardrails(
+                        prompt=_content,
+                        request_data=data,
+                    )
+
+                    verbose_proxy_logger.debug("Guardrails async_moderation_hook result: %s", result)
+
+                    # Process the guardrails response
+                    processed_result = self._process_enkryptai_guardrails_response(result)
+                    attacks_detected = processed_result["attacks_detected"]
+
+                    # If any attacks are detected, raise an error
+                    if attacks_detected:
+                        error_message = self._create_error_message(processed_result)
+                        raise ValueError(error_message)
+
+        # Add guardrail to applied guardrails header
+        add_guardrail_to_applied_guardrails_header(
+            request_data=data, guardrail_name=self.guardrail_name
+        )
+
+        return data
+
+    async def async_post_call_success_hook(
+        self,
+        data: dict,
+        user_api_key_dict: UserAPIKeyAuth,
+        response,
+    ):
+        """
+        Runs on response from LLM API call
+
+        It can be used to reject a response
+
+        Uses Enkrypt AI guardrails to check the response for policy violations, PII, and injection attacks
+        """
+        from litellm.proxy.common_utils.callback_utils import (
+            add_guardrail_to_applied_guardrails_header,
+        )
+        from litellm.types.guardrails import GuardrailEventHooks
+
+        if (
+            self.should_run_guardrail(
+                data=data, event_type=GuardrailEventHooks.post_call
+            )
+            is not True
+        ):
+            return
+
+        verbose_proxy_logger.debug("async_post_call_success_hook response: %s", response)
+        
+        # Check if the ModelResponse has text content in its choices
+        # to avoid sending empty content to EnkryptAI (e.g., during tool calls)
+        if isinstance(response, litellm.ModelResponse):
+            has_text_content = False
+            for choice in response.choices:
+                if isinstance(choice, litellm.Choices):
+                    if choice.message.content and isinstance(choice.message.content, str):
+                        has_text_content = True
+                        break
+            
+            if not has_text_content:
+                verbose_proxy_logger.warning(
+                    "EnkryptAI: not running guardrail. No output text in response"
+                )
+                return
+
+            for choice in response.choices:
+                if isinstance(choice, litellm.Choices):
+                    verbose_proxy_logger.debug("async_post_call_success_hook choice: %s", choice)
+                    if choice.message.content and isinstance(choice.message.content, str):
+                        result = await self._call_enkryptai_guardrails(
+                            prompt=choice.message.content,
+                            request_data=data,
+                        )
+
+                        verbose_proxy_logger.debug("Guardrails async_post_call_success_hook result: %s", result)
+
+                        # Process the guardrails response
+                        processed_result = self._process_enkryptai_guardrails_response(result)
+                        attacks_detected = processed_result["attacks_detected"]
+
+                        # If any attacks are detected, raise an error
+                        if attacks_detected:
+                            error_message = self._create_error_message(processed_result)
+                            raise ValueError(error_message)
+
+        # Add guardrail to applied guardrails header
+        add_guardrail_to_applied_guardrails_header(
+            request_data=data, guardrail_name=self.guardrail_name
+        )
+
+    async def async_post_call_streaming_iterator_hook(
+        self,
+        user_api_key_dict: UserAPIKeyAuth,
+        response: Any,
+        request_data: dict,
+    ) -> AsyncGenerator[ModelResponseStream, None]:
+        """
+        Passes the entire stream to the guardrail
+
+        This is useful for guardrails that need to see the entire response, such as PII masking.
+
+        See Aim guardrail implementation for an example - https://github.com/BerriAI/litellm/blob/d0e022cfacb8e9ebc5409bb652059b6fd97b45c0/litellm/proxy/guardrails/guardrail_hooks/aim.py#L168
+
+        Triggered by mode: 'post_call'
+        """
+        async for item in response:
+            yield item
+
+    @staticmethod
+    def get_config_model():
+        from litellm.types.proxy.guardrails.guardrail_hooks.enkryptai import (
+            EnkryptAIGuardrailConfigModel,
+        )
+
+        return EnkryptAIGuardrailConfigModel
+
diff --git a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
index 997e33d256..b3ea2510ce 100644
--- a/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
+++ b/litellm/proxy/hooks/dynamic_rate_limiter_v3.py
@@ -520,8 +520,7 @@ class _PROXY_DynamicRateLimitHandlerV3(CustomLogger):
                 f"Threshold={saturation_threshold:.1%}, Priority={key_priority}"
             )
             
-            data["litellm_model_saturation"] = saturation
-            
+
             # STEP 2: Check rate limits in THREE phases
             # Phase 1: Read-only check of ALL limits (no increments)
             # Phase 2: Decide which limits to enforce (based on saturation)
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 7a1e8f1e73..0104372d22 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -28,6 +28,9 @@ from typing import (
 
 from litellm._uuid import uuid
 from litellm.constants import (
+    AIOHTTP_CONNECTOR_LIMIT,
+    AIOHTTP_KEEPALIVE_TIMEOUT,
+    AIOHTTP_TTL_DNS_CACHE,
     BASE_MCP_ROUTE,
     DEFAULT_MAX_RECURSE_DEPTH,
     DEFAULT_SLACK_ALERTING_THRESHOLD,
@@ -44,6 +47,7 @@ from litellm.types.utils import (
 from litellm.utils import load_credentials_from_list
 
 if TYPE_CHECKING:
+    from aiohttp import ClientSession
     from opentelemetry.trace import Span as _Span
 
     from litellm.integrations.opentelemetry import OpenTelemetry
@@ -253,7 +257,9 @@ from litellm.proxy.management_endpoints.customer_endpoints import (
 from litellm.proxy.management_endpoints.internal_user_endpoints import (
     router as internal_user_router,
 )
-from litellm.proxy.management_endpoints.internal_user_endpoints import user_update
+from litellm.proxy.management_endpoints.internal_user_endpoints import (
+    user_update,
+)
 from litellm.proxy.management_endpoints.key_management_endpoints import (
     delete_verification_tokens,
     duration_in_seconds,
@@ -300,7 +306,9 @@ from litellm.proxy.middleware.prometheus_auth_middleware import PrometheusAuthMi
 from litellm.proxy.openai_files_endpoints.files_endpoints import (
     router as openai_files_router,
 )
-from litellm.proxy.openai_files_endpoints.files_endpoints import set_files_config
+from litellm.proxy.openai_files_endpoints.files_endpoints import (
+    set_files_config,
+)
 from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import (
     passthrough_endpoint_router,
 )
@@ -557,9 +565,34 @@ async def proxy_shutdown_event():
     cleanup_router_config_variables()
 
 
+async def _initialize_shared_aiohttp_session():
+    """Initialize shared aiohttp session for connection reuse."""
+    try:
+        from aiohttp import ClientSession, TCPConnector
+
+        # Create connector with connection pooling settings optimized for long-lived connections
+        connector = TCPConnector(
+            limit=AIOHTTP_CONNECTOR_LIMIT,
+            keepalive_timeout=AIOHTTP_KEEPALIVE_TIMEOUT,
+            ttl_dns_cache=AIOHTTP_TTL_DNS_CACHE,
+            enable_cleanup_closed=True,
+        )
+        
+        session = ClientSession(connector=connector)
+        verbose_proxy_logger.info(
+            f"SESSION REUSE: Created shared aiohttp session for connection pooling (ID: {id(session)})"
+        )
+        return session
+    except Exception as e:
+        verbose_proxy_logger.warning(
+            f"Failed to create shared aiohttp session: {e}. Continuing without session reuse."
+        )
+        return None
+
+
 @asynccontextmanager
 async def proxy_startup_event(app: FastAPI):
-    global prisma_client, master_key, use_background_health_checks, llm_router, llm_model_list, general_settings, proxy_budget_rescheduler_min_time, proxy_budget_rescheduler_max_time, litellm_proxy_admin_name, db_writer_client, store_model_in_db, premium_user, _license_check, proxy_batch_polling_interval
+    global prisma_client, master_key, use_background_health_checks, llm_router, llm_model_list, general_settings, proxy_budget_rescheduler_min_time, proxy_budget_rescheduler_max_time, litellm_proxy_admin_name, db_writer_client, store_model_in_db, premium_user, _license_check, proxy_batch_polling_interval, shared_aiohttp_session
     import json
 
     init_verbose_loggers()
@@ -674,10 +707,20 @@ async def proxy_startup_event(app: FastAPI):
     ## [Optional] Initialize dd tracer
     ProxyStartupEvent._init_dd_tracer()
 
+    ## Initialize shared aiohttp session for connection reuse
+    shared_aiohttp_session = await _initialize_shared_aiohttp_session()
+
     # End of startup event
     yield
 
-    # Shutdown event
+    # Shutdown event - close shared aiohttp session
+    if shared_aiohttp_session is not None:
+        try:
+            await shared_aiohttp_session.close()
+            verbose_proxy_logger.info("SESSION REUSE: Closed shared aiohttp session")
+        except Exception as e:
+            verbose_proxy_logger.error(f"Error closing shared aiohttp session: {e}")
+    
     await proxy_shutdown_event()
 
 
@@ -955,6 +998,7 @@ worker_config = None
 master_key: Optional[str] = None
 otel_logging = False
 prisma_client: Optional[PrismaClient] = None
+shared_aiohttp_session: Optional["ClientSession"] = None  # Global shared session for connection reuse
 user_api_key_cache = DualCache(
     default_in_memory_ttl=UserAPIKeyCacheTTLEnum.in_memory_cache_ttl.value
 )
@@ -1883,7 +1927,9 @@ class ProxyConfig:
                 elif key == "priority_reservation_settings":
                     from litellm.types.utils import PriorityReservationSettings
 
-                    litellm.priority_reservation_settings = PriorityReservationSettings(**value)
+                    litellm.priority_reservation_settings = PriorityReservationSettings(
+                        **value
+                    )
                 elif key == "callbacks":
                     initialize_callbacks_on_proxy(
                         value=value,
@@ -2885,6 +2931,23 @@ class ProxyConfig:
             dict: Updated configuration dictionary
         """
 
+        def _deep_merge_dicts(dst: dict, src: dict) -> None:
+            """
+            Deep-merge src into dst, skipping None values from src.
+            On conflicts, src (DB) wins.
+            """
+            stack = [(dst, src)]
+            while stack:
+                d, s = stack.pop()
+                for k, v in s.items():
+                    if v is None:
+                        # Preserve existing config when DB value is None (matches prior behavior)
+                        continue
+                    if isinstance(v, dict) and isinstance(d.get(k), dict):
+                        stack.append((d[k], v))
+                    else:
+                        d[k] = v
+
         if param_name == "environment_variables":
             decrypted_env_vars = self._decrypt_and_set_db_env_variables(db_param_value)
             current_config.setdefault("environment_variables", {}).update(
@@ -2905,13 +2968,10 @@ class ProxyConfig:
             return current_config
 
         # For dictionary values, update only non-none values
-        if isinstance(current_config[param_name], dict):
-            # Only keep non None values from db_param_value
-            non_none_values = {k: v for k, v in db_param_value.items() if v is not None}
-
-            # Update the config with non-none values
-            current_config[param_name].update(non_none_values)
+        if isinstance(current_config[param_name], dict) and isinstance(db_param_value, dict):
+            _deep_merge_dicts(current_config[param_name], db_param_value)
         else:
+            # Non-dict or mismatched types: DB value replaces config (unchanged behavior)
             current_config[param_name] = db_param_value
 
         return current_config
@@ -2966,32 +3026,32 @@ class ProxyConfig:
     ) -> bool:
         """
         Check if an object type should be loaded from the database based on general_settings.supported_db_objects.
-        
+
         Args:
             object_type: Type of object to check (e.g., SupportedDBObjectType.MODELS, "models", etc.)
-        
+
         Returns:
             True if the object should be loaded, False otherwise
         """
         global general_settings
-        
+
         # Get the supported_db_objects configuration
         supported_db_objects = general_settings.get("supported_db_objects", None)
-        
+
         # If supported_db_objects is not set, load all objects (default behavior)
         if supported_db_objects is None:
             return True
-        
+
         # If supported_db_objects is set, only load specified objects
         if not isinstance(supported_db_objects, list):
             verbose_proxy_logger.warning(
                 f"supported_db_objects is not a list, got {type(supported_db_objects)}. Loading all objects."
             )
             return True
-        
+
         # Convert object_type to string for comparison (handles both str and enum)
         object_type_str = str(object_type)
-        
+
         # Check if the object type is in the list (supports both str and enum values)
         return any(str(obj) == object_type_str for obj in supported_db_objects)
 
@@ -3063,19 +3123,19 @@ class ProxyConfig:
         """
         if self._should_load_db_object(object_type="guardrails"):
             await self._init_guardrails_in_db(prisma_client=prisma_client)
-        
+
         if self._should_load_db_object(object_type="vector_stores"):
             await self._init_vector_stores_in_db(prisma_client=prisma_client)
-        
+
         if self._should_load_db_object(object_type="mcp"):
             await self._init_mcp_servers_in_db()
-        
+
         if self._should_load_db_object(object_type="pass_through_endpoints"):
             await self._init_pass_through_endpoints_in_db()
-        
+
         if self._should_load_db_object(object_type="prompts"):
             await self._init_prompts_in_db(prisma_client=prisma_client)
-        
+
         if self._should_load_db_object(object_type="model_cost_map"):
             await self._check_and_reload_model_cost_map(prisma_client=prisma_client)
 
@@ -9708,6 +9768,8 @@ async def dynamic_mcp_route(mcp_server_name: str, request: Request):
             media_type=headers_dict.get("content-type", "application/json"),
         )
 
+    except HTTPException as e:
+        raise e
     except Exception as e:
         verbose_proxy_logger.error(
             f"Error handling dynamic MCP route for {mcp_server_name}: {str(e)}"
diff --git a/litellm/proxy/route_llm_request.py b/litellm/proxy/route_llm_request.py
index e1a6ca2a2b..1ae87637be 100644
--- a/litellm/proxy/route_llm_request.py
+++ b/litellm/proxy/route_llm_request.py
@@ -55,6 +55,23 @@ def get_team_id_from_data(data: dict) -> Optional[str]:
     return None
 
 
+def add_shared_session_to_data(data: dict) -> None:
+    """
+    Add shared aiohttp session for connection reuse (prevents cold starts).
+    Silently continues without session reuse if import fails or session is unavailable.
+    
+    Args:
+        data: Dictionary to add the shared session to
+    """
+    try:
+        from litellm.proxy.proxy_server import shared_aiohttp_session
+        if shared_aiohttp_session is not None and not shared_aiohttp_session.closed:
+            data["shared_session"] = shared_aiohttp_session
+    except Exception:
+        # Silently continue without session reuse if import fails or session unavailable
+        pass
+
+
 async def route_request(
     data: dict,
     llm_router: Optional[LitellmRouter],
@@ -86,6 +103,8 @@ async def route_request(
     """
     Common helper to route the request
     """
+    add_shared_session_to_data(data)
+    
     team_id = get_team_id_from_data(data)
     router_model_names = llm_router.model_names if llm_router is not None else []
 
diff --git a/litellm/router.py b/litellm/router.py
index ef7bcba635..5972b06f01 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -59,6 +59,7 @@ from litellm.litellm_core_utils.coroutine_checker import coroutine_checker
 from litellm.litellm_core_utils.credential_accessor import CredentialAccessor
 from litellm.litellm_core_utils.dd_tracing import tracer
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
+from litellm.litellm_core_utils.sensitive_data_masker import SensitiveDataMasker
 from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
 from litellm.router_strategy.least_busy import LeastBusyLoggingHandler
 from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
@@ -125,7 +126,6 @@ from litellm.types.router import (
     AllowedFailsPolicy,
     AssistantsTypedDict,
     CredentialLiteLLMParams,
-    CustomPricingLiteLLMParams,
     CustomRoutingStrategyBase,
     Deployment,
     DeploymentTypedDict,
@@ -142,10 +142,18 @@ from litellm.types.router import (
     RoutingStrategy,
 )
 from litellm.types.services import ServiceTypes
-from litellm.types.utils import GenericBudgetConfigType, LiteLLMBatch
+from litellm.types.utils import (
+    CustomPricingLiteLLMParams,
+    GenericBudgetConfigType,
+    LiteLLMBatch,
+)
 from litellm.types.utils import ModelInfo
 from litellm.types.utils import ModelInfo as ModelMapInfo
-from litellm.types.utils import ModelResponseStream, StandardLoggingPayload, Usage
+from litellm.types.utils import (
+    ModelResponseStream,
+    StandardLoggingPayload,
+    Usage,
+)
 from litellm.utils import (
     CustomStreamWrapper,
     EmbeddingResponse,
@@ -909,8 +917,13 @@ class Router:
         try:
             _deployment_copy = copy.deepcopy(deployment)
             litellm_params: dict = _deployment_copy["litellm_params"]
-            if "api_key" in litellm_params:
+
+            if litellm.redact_user_api_key_info:
+                masker = SensitiveDataMasker(visible_prefix=2, visible_suffix=0)
+                _deployment_copy["litellm_params"] = masker.mask_dict(litellm_params)
+            elif "api_key" in litellm_params:
                 litellm_params["api_key"] = litellm_params["api_key"][:2] + "*" * 10
+
             return _deployment_copy
         except Exception as e:
             verbose_router_logger.debug(
diff --git a/litellm/types/guardrails.py b/litellm/types/guardrails.py
index 03347cd1cd..e75f969892 100644
--- a/litellm/types/guardrails.py
+++ b/litellm/types/guardrails.py
@@ -5,6 +5,10 @@ from typing import Any, Dict, List, Literal, Optional, Union
 from pydantic import BaseModel, ConfigDict, Field
 from typing_extensions import Required, TypedDict
 
+from litellm.types.proxy.guardrails.guardrail_hooks.enkryptai import (
+    EnkryptAIGuardrailConfigs,
+)
+
 """
 Pydantic object defining how to set guardrails on litellm proxy
 
@@ -39,7 +43,7 @@ class SupportedGuardrailIntegrations(Enum):
     NOMA = "noma"
     TOOL_PERMISSION = "tool_permission"
     JAVELIN = "javelin"
-
+    ENKRYPTAI = "enkryptai"
 
 class Role(Enum):
     SYSTEM = "system"
@@ -502,6 +506,7 @@ class LitellmParams(
     ToolPermissionGuardrailConfigModel,
     JavelinGuardrailConfigModel,
     BaseLitellmParams,
+    EnkryptAIGuardrailConfigs,
 ):
     guardrail: str = Field(description="The type of guardrail integration to use")
     mode: Union[str, List[str], Mode] = Field(
diff --git a/litellm/types/mcp_server/mcp_server_manager.py b/litellm/types/mcp_server/mcp_server_manager.py
index a247dc3f61..03bee94eb8 100644
--- a/litellm/types/mcp_server/mcp_server_manager.py
+++ b/litellm/types/mcp_server/mcp_server_manager.py
@@ -26,6 +26,9 @@ class MCPServer(BaseModel):
     )
     allowed_tools: Optional[List[str]] = None
     disallowed_tools: Optional[List[str]] = None
+    allowed_params: Optional[Dict[str, List[str]]] = (
+        None  # map of tool names to allowed parameter lists
+    )
     # OAuth-specific fields
     client_id: Optional[str] = None
     client_secret: Optional[str] = None
diff --git a/litellm/types/proxy/guardrails/guardrail_hooks/enkryptai.py b/litellm/types/proxy/guardrails/guardrail_hooks/enkryptai.py
new file mode 100644
index 0000000000..4ab49d5276
--- /dev/null
+++ b/litellm/types/proxy/guardrails/guardrail_hooks/enkryptai.py
@@ -0,0 +1,136 @@
+from typing import Any, Dict, List, Optional, Union
+
+from pydantic import BaseModel, Field
+from typing_extensions import TypedDict
+
+from .base import GuardrailConfigModel
+
+# TypedDicts for EnkryptAI API Response Structure
+
+
+class EnkryptAIPolicyViolationDetail(TypedDict, total=False):
+    """Details for policy violation detection."""
+
+    violating_policy: str
+    explanation: str
+
+
+class EnkryptAIPIIDetail(TypedDict, total=False):
+    """Details for PII detection."""
+
+    pii: Dict[str, Any]
+
+
+class EnkryptAIToxicityDetail(TypedDict, total=False):
+    """Details for toxicity detection.
+    
+    Contains scores for different types of toxicity:
+    - toxic
+    - severe_toxic
+    - obscene
+    - threat
+    - insult
+    - identity_hate
+    """
+
+    toxic: Optional[float]
+    severe_toxic: Optional[float]
+    obscene: Optional[float]
+    threat: Optional[float]
+    insult: Optional[float]
+    identity_hate: Optional[float]
+
+
+class EnkryptAIKeywordDetail(TypedDict, total=False):
+    """Details for keyword detection."""
+
+    detected_keywords: List[str]
+
+
+class EnkryptAIBiasDetail(TypedDict, total=False):
+    """Details for bias detection."""
+
+    bias_detected: bool
+
+
+class EnkryptAIResponseSummary(TypedDict, total=False):
+    """Summary of detected violations in EnkryptAI response.
+    
+    Each key represents a type of violation:
+    - toxicity: List (non-empty if detected)
+    - policy_violation: 0 or 1
+    - pii: 0 or 1
+    - keyword_detected: 0 or 1
+    - bias: 0 or 1
+    - prompt_injection: 0 or 1
+    - jailbreak: 0 or 1
+    """
+
+    toxicity: Optional[List[str]]
+    policy_violation: Optional[int]
+    pii: Optional[int]
+    keyword_detected: Optional[int]
+    bias: Optional[int]
+    prompt_injection: Optional[int]
+    jailbreak: Optional[int]
+
+
+class EnkryptAIResponseDetails(TypedDict, total=False):
+    """Detailed information about detected violations."""
+
+    policy_violation: Optional[EnkryptAIPolicyViolationDetail]
+    pii: Optional[EnkryptAIPIIDetail]
+    toxicity: Optional[EnkryptAIToxicityDetail]
+    keyword_detected: Optional[EnkryptAIKeywordDetail]
+    bias: Optional[EnkryptAIBiasDetail]
+    prompt_injection: Optional[Dict[str, Any]]
+    jailbreak: Optional[Dict[str, Any]]
+
+
+class EnkryptAIResponse(TypedDict, total=False):
+    """Complete response from EnkryptAI Guardrails API."""
+
+    summary: EnkryptAIResponseSummary
+    details: EnkryptAIResponseDetails
+
+
+class EnkryptAIProcessedResult(TypedDict):
+    """Processed result from EnkryptAI guardrail response."""
+
+    attacks_detected: List[str]
+    attack_details: Dict[str, Union[EnkryptAIPolicyViolationDetail, EnkryptAIPIIDetail, EnkryptAIToxicityDetail, EnkryptAIKeywordDetail, EnkryptAIBiasDetail, Dict[str, Any]]]
+
+
+# Pydantic Config Model
+class EnkryptAIGuardrailConfigs(BaseModel):
+    """Configuration parameters for the EnkryptAI guardrail"""
+    api_key: Optional[str] = Field(
+        default=None,
+        description="The EnkryptAI API key. Reads from ENKRYPTAI_API_KEY env var if None.",
+    )
+    api_base: Optional[str] = Field(
+        default=None,
+        description="The EnkryptAI API base URL. Defaults to https://api.enkryptai.com. Also checks if the ENKRYPTAI_API_KEY env var is set.",
+    )
+    policy_name: Optional[str] = Field(
+        default=None,
+        description="The EnkryptAI policy name to use. Sent via x-enkrypt-policy header.",
+    )
+    deployment_name: Optional[str] = Field(
+        default=None,
+        description="The EnkryptAI deployment name to use. Sent via X-Enkrypt-Deployment header.",
+    )
+    detectors: Optional[dict] = Field(
+        default=None,
+        description="Dictionary of detector configurations (e.g., {'nsfw': {'enabled': True}, 'toxicity': {'enabled': True}}).",
+    )
+    block_on_violation: Optional[bool] = Field(
+        default=True,
+        description="Whether to block requests when violations are detected. Defaults to True.",
+    )
+
+class EnkryptAIGuardrailConfigModel(GuardrailConfigModel, EnkryptAIGuardrailConfigs):
+    @staticmethod
+    def ui_friendly_name() -> str:
+        return "EnkryptAI"
+
diff --git a/litellm/types/router.py b/litellm/types/router.py
index 62f1c13eb4..3482df19c3 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -4,24 +4,20 @@ litellm.Router Types - includes RouterConfig, UpdateRouterConfig, ModelInfo etc
 
 import datetime
 import enum
-from litellm._uuid import uuid
 from dataclasses import dataclass
 from typing import Any, Dict, List, Literal, Optional, Tuple, Union, get_type_hints
 
 import httpx
-from httpx import AsyncClient, Client
-from openai import AsyncAzureOpenAI, AsyncOpenAI, AzureOpenAI, OpenAI
 from pydantic import BaseModel, ConfigDict, Field
 from typing_extensions import Required, TypedDict
 
-from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+from litellm._uuid import uuid
 
-from ..exceptions import RateLimitError
 from .completion import CompletionRequest
 from .embedding import EmbeddingRequest
 from .llms.openai import OpenAIFileObject
 from .llms.vertex_ai import VERTEX_CREDENTIALS_TYPES
-from .utils import ModelResponse, ProviderSpecificModelInfo
+from .utils import CustomPricingLiteLLMParams, ModelResponse
 
 
 class ConfigurableClientsideParamsCustomAuth(TypedDict):
@@ -166,14 +162,7 @@ class CredentialLiteLLMParams(BaseModel):
     watsonx_region_name: Optional[str] = None
 
 
-class CustomPricingLiteLLMParams(BaseModel):
-    ## CUSTOM PRICING ##
-    input_cost_per_token: Optional[float] = None
-    output_cost_per_token: Optional[float] = None
-    input_cost_per_second: Optional[float] = None
-    output_cost_per_second: Optional[float] = None
-    input_cost_per_pixel: Optional[float] = None
-    output_cost_per_pixel: Optional[float] = None
+
 
 
 class GenericLiteLLMParams(CredentialLiteLLMParams, CustomPricingLiteLLMParams):
@@ -482,7 +471,7 @@ class Deployment(BaseModel):
     def to_json(self, **kwargs):
         try:
             return self.model_dump(**kwargs)  # noqa
-        except Exception as e:
+        except Exception:
             # if using pydantic v1
             return self.dict(**kwargs)
 
@@ -602,7 +591,7 @@ class ModelGroupInfo(BaseModel):
 
     def __init__(self, **data):
         for field_name, field_type in get_type_hints(self.__class__).items():
-            if field_type == bool and data.get(field_name) is None:
+            if field_type is bool and data.get(field_name) is None:
                 data[field_name] = False
         super().__init__(**data)
 
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index cac3bdfb01..7c914706c2 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -2226,6 +2226,59 @@ class StandardCallbackDynamicParams(TypedDict, total=False):
     turn_off_message_logging: Optional[bool]  # when true will not log messages
     litellm_disabled_callbacks: Optional[List[str]]
 
+class CustomPricingLiteLLMParams(BaseModel):
+    ## CUSTOM PRICING ##
+    input_cost_per_token: Optional[float] = None
+    output_cost_per_token: Optional[float] = None
+    input_cost_per_second: Optional[float] = None
+    output_cost_per_second: Optional[float] = None
+    input_cost_per_pixel: Optional[float] = None
+    output_cost_per_pixel: Optional[float] = None
+    
+    # Include all ModelInfoBase fields as optional
+    # This allows any model_info parameter to be set in litellm_params
+    input_cost_per_token_flex: Optional[float] = None
+    input_cost_per_token_priority: Optional[float] = None
+    cache_creation_input_token_cost: Optional[float] = None
+    cache_creation_input_token_cost_above_1hr: Optional[float] = None
+    cache_creation_input_token_cost_above_200k_tokens: Optional[float] = None
+    cache_creation_input_audio_token_cost: Optional[float] = None
+    cache_read_input_token_cost: Optional[float] = None
+    cache_read_input_token_cost_flex: Optional[float] = None
+    cache_read_input_token_cost_priority: Optional[float] = None
+    cache_read_input_token_cost_above_200k_tokens: Optional[float] = None
+    cache_read_input_audio_token_cost: Optional[float] = None
+    input_cost_per_character: Optional[float] = None
+    input_cost_per_character_above_128k_tokens: Optional[float] = None
+    input_cost_per_audio_token: Optional[float] = None
+    input_cost_per_token_cache_hit: Optional[float] = None
+    input_cost_per_token_above_128k_tokens: Optional[float] = None
+    input_cost_per_token_above_200k_tokens: Optional[float] = None
+    input_cost_per_query: Optional[float] = None
+    input_cost_per_image: Optional[float] = None
+    input_cost_per_image_above_128k_tokens: Optional[float] = None
+    input_cost_per_audio_per_second: Optional[float] = None
+    input_cost_per_audio_per_second_above_128k_tokens: Optional[float] = None
+    input_cost_per_video_per_second: Optional[float] = None
+    input_cost_per_video_per_second_above_128k_tokens: Optional[float] = None
+    input_cost_per_video_per_second_above_15s_interval: Optional[float] = None
+    input_cost_per_video_per_second_above_8s_interval: Optional[float] = None
+    input_cost_per_token_batches: Optional[float] = None
+    output_cost_per_token_batches: Optional[float] = None
+    output_cost_per_token_flex: Optional[float] = None
+    output_cost_per_token_priority: Optional[float] = None
+    output_cost_per_character: Optional[float] = None
+    output_cost_per_audio_token: Optional[float] = None
+    output_cost_per_token_above_128k_tokens: Optional[float] = None
+    output_cost_per_token_above_200k_tokens: Optional[float] = None
+    output_cost_per_character_above_128k_tokens: Optional[float] = None
+    output_cost_per_image: Optional[float] = None
+    output_cost_per_reasoning_token: Optional[float] = None
+    output_cost_per_video_per_second: Optional[float] = None
+    output_cost_per_audio_per_second: Optional[float] = None
+    search_context_cost_per_query: Optional[Dict[str, Any]] = None
+    citation_cost_per_token: Optional[float] = None
+    tiered_pricing: Optional[List[Dict[str, Any]]] = None
 
 all_litellm_params = [
     "metadata",
@@ -2325,7 +2378,7 @@ all_litellm_params = [
     "litellm_session_id",
     "use_litellm_proxy",
     "prompt_label",
-] + list(StandardCallbackDynamicParams.__annotations__.keys())
+] + list(StandardCallbackDynamicParams.__annotations__.keys()) + list(CustomPricingLiteLLMParams.model_fields.keys())
 
 
 class KeyGenerationConfig(TypedDict, total=False):
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 06cb67e56c..6d49d6e7e2 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -3164,6 +3164,42 @@
         "supports_function_calling": true,
         "supports_vision": true
     },
+    "azure_ai/Phi-4-mini-reasoning": {
+        "input_cost_per_token": 8e-08,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 131072,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_token": 3.2e-07,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/",
+        "supports_function_calling": true
+    },
+    "azure_ai/Phi-4-reasoning": {
+        "input_cost_per_token": 1.25e-07,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 32768,
+        "max_output_tokens": 4096,
+        "max_tokens": 4096,
+        "mode": "chat",
+        "output_cost_per_token": 5e-07,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/",
+        "supports_function_calling": true,
+        "supports_tool_choice": true,
+        "supports_reasoning": true
+    },
+    "azure_ai/MAI-DS-R1": {
+        "input_cost_per_token": 1.35e-06,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 8192,
+        "max_tokens": 8192,
+        "mode": "chat",
+        "output_cost_per_token": 5.4e-06,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/",
+        "supports_reasoning": true,
+        "supports_tool_choice": true
+    },    
     "azure_ai/cohere-rerank-v3-english": {
         "input_cost_per_query": 0.002,
         "input_cost_per_token": 0.0,
diff --git a/tests/pass_through_unit_tests/test_pass_through_unit_tests.py b/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
index 501fe24e65..445d0ca55e 100644
--- a/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
+++ b/tests/pass_through_unit_tests/test_pass_through_unit_tests.py
@@ -418,3 +418,188 @@ def test_is_bedrock_agent_runtime_route():
         is False
     )
     assert _is_bedrock_agent_runtime_route("/some/random/endpoint") is False
+
+
+def test_init_kwargs_filters_pricing_params(mock_request, mock_user_api_key_dict):
+    """
+    Test that pricing parameters are properly filtered out from the request body
+    and don't get sent to the provider API.
+    
+    This ensures that custom pricing parameters like:
+    - cache_read_input_token_cost
+    - input_cost_per_token_batches
+    - output_cost_per_token_batches
+    - cache_creation_input_token_cost
+    etc. are removed from the request body before sending to provider.
+    
+    Regression test for: LIT-1221
+    """
+    request = mock_request()
+    
+    # Create a parsed body with pricing parameters that should be filtered out
+    parsed_body = {
+        "model": "gpt-4",
+        "messages": [{"role": "user", "content": "test"}],
+        # Standard pricing params (should be filtered)
+        "input_cost_per_token": 0.00002,
+        "output_cost_per_token": 0.00002,
+        "input_cost_per_second": 0.00001,
+        "output_cost_per_second": 0.00001,
+        # Cache-related pricing params (should be filtered)
+        "cache_read_input_token_cost": 0.00005,
+        "cache_creation_input_token_cost": 0.00003,
+        "cache_creation_input_token_cost_above_1hr": 0.00004,
+        # Batch pricing params (should be filtered)
+        "input_cost_per_token_batches": 0.00005,
+        "output_cost_per_token_batches": 0.00006,
+        # Other pricing params (should be filtered)
+        "input_cost_per_audio_token": 0.00001,
+        "output_cost_per_audio_token": 0.00001,
+        "input_cost_per_character": 0.000001,
+        "output_cost_per_character": 0.000001,
+        "input_cost_per_image": 0.001,
+        "output_cost_per_image": 0.001,
+        # Tiered pricing
+        "tiered_pricing": [{"input_cost_per_token": 0.00001}],
+        # This should NOT be filtered (it's a valid OpenAI parameter)
+        "temperature": 0.7,
+        "max_tokens": 100,
+    }
+    
+    passthrough_payload = PassthroughStandardLoggingPayload(
+        url="https://api.openai.com/v1/chat/completions",
+        request_body=parsed_body.copy(),
+    )
+    
+    result = HttpPassThroughEndpointHelpers._init_kwargs_for_pass_through_endpoint(
+        request=request,
+        user_api_key_dict=mock_user_api_key_dict,
+        passthrough_logging_payload=passthrough_payload,
+        _parsed_body=parsed_body,
+        litellm_call_id="test-call-id",
+        logging_obj=LiteLLMLoggingObj(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "test"}],
+            stream=False,
+            call_type="completion",
+            start_time=datetime.now(),
+            litellm_call_id="test-call-id",
+            function_id="test-function-id",
+        ),
+    )
+    
+    # Verify pricing parameters were filtered out from parsed_body
+    assert "input_cost_per_token" not in parsed_body
+    assert "output_cost_per_token" not in parsed_body
+    assert "input_cost_per_second" not in parsed_body
+    assert "output_cost_per_second" not in parsed_body
+    assert "cache_read_input_token_cost" not in parsed_body
+    assert "cache_creation_input_token_cost" not in parsed_body
+    assert "cache_creation_input_token_cost_above_1hr" not in parsed_body
+    assert "input_cost_per_token_batches" not in parsed_body
+    assert "output_cost_per_token_batches" not in parsed_body
+    assert "input_cost_per_audio_token" not in parsed_body
+    assert "output_cost_per_audio_token" not in parsed_body
+    assert "input_cost_per_character" not in parsed_body
+    assert "output_cost_per_character" not in parsed_body
+    assert "input_cost_per_image" not in parsed_body
+    assert "output_cost_per_image" not in parsed_body
+    assert "tiered_pricing" not in parsed_body
+    
+    # Verify valid OpenAI parameters remain in parsed_body
+    assert parsed_body["model"] == "gpt-4"
+    assert parsed_body["messages"] == [{"role": "user", "content": "test"}]
+    assert parsed_body["temperature"] == 0.7
+    assert parsed_body["max_tokens"] == 100
+    
+    # Verify pricing parameters are stored in litellm_params for internal use
+    litellm_params = result["litellm_params"]
+    assert litellm_params["input_cost_per_token"] == 0.00002
+    assert litellm_params["output_cost_per_token"] == 0.00002
+    # Note: Other pricing params are also stored but we test the key ones that caused the regression
+
+
+def test_custom_pricing_used_in_cost_calculation():
+    """
+    Test that when custom pricing parameters are provided in litellm_params,
+    they are actually used for cost calculation.
+    
+    This ensures that the custom pricing functionality works end-to-end:
+    1. Pricing params are stored in litellm_params
+    2. These params are used by completion_cost() to calculate costs
+    
+    Regression test for: LIT-1221
+    """
+    from litellm import completion_cost, Choices, Message, ModelResponse
+    from litellm.utils import Usage
+    
+    # Create a mock response with usage
+    resp = ModelResponse(
+        id="chatcmpl-test-123",
+        choices=[
+            Choices(
+                finish_reason="stop",
+                index=0,
+                message=Message(
+                    content="This is a test response",
+                    role="assistant",
+                ),
+            )
+        ],
+        created=1234567890,
+        model="gpt-4",
+        object="chat.completion",
+        usage=Usage(prompt_tokens=100, completion_tokens=50, total_tokens=150),
+    )
+    
+    # Test 1: Standard pricing (should use default model pricing)
+    standard_cost = completion_cost(
+        completion_response=resp,
+        model="gpt-4",
+    )
+    print(f"Standard cost: {standard_cost}")
+    
+    # Test 2: Custom pricing via custom_cost_per_token parameter
+    custom_input_price = 0.00010  # $0.0001 per token
+    custom_output_price = 0.00020  # $0.0002 per token
+    
+    custom_cost = completion_cost(
+        completion_response=resp,
+        custom_cost_per_token={
+            "input_cost_per_token": custom_input_price,
+            "output_cost_per_token": custom_output_price,
+        },
+    )
+    
+    # Calculate expected cost
+    expected_custom_cost = (100 * custom_input_price) + (50 * custom_output_price)
+    
+    print(f"Custom cost: {custom_cost}")
+    print(f"Expected custom cost: {expected_custom_cost}")
+    
+    # Verify custom pricing is used (should match our calculation)
+    assert round(custom_cost, 10) == round(expected_custom_cost, 10)
+    
+    # Verify custom cost is different from standard cost (unless prices happen to match)
+    # This confirms custom pricing is actually being applied
+    assert custom_cost != standard_cost, "Custom pricing should produce different cost than standard pricing"
+    
+    # Test 3: Custom pricing with cache_read_input_token_cost and input_cost_per_token_batches
+    # This specifically tests the parameters that were causing the original issue
+    cache_cost = completion_cost(
+        completion_response=resp,
+        custom_cost_per_token={
+            "input_cost_per_token": 0.00001,
+            "output_cost_per_token": 0.00002,
+            "cache_read_input_token_cost": 0.000005,  # Should be accepted
+            "input_cost_per_token_batches": 0.000003,  # Should be accepted
+            "output_cost_per_token_batches": 0.000004,  # Should be accepted
+        },
+    )
+    
+    # Basic validation that it doesn't throw an error and returns a number
+    assert isinstance(cache_cost, (int, float))
+    assert cache_cost >= 0
+    
+    print(f"Cache-aware cost: {cache_cost}")
+    print("✅ Custom pricing parameters are correctly used in cost calculation")
diff --git a/tests/router_unit_tests/test_router_helper_utils.py b/tests/router_unit_tests/test_router_helper_utils.py
index 094df944bc..a31c4d8210 100644
--- a/tests/router_unit_tests/test_router_helper_utils.py
+++ b/tests/router_unit_tests/test_router_helper_utils.py
@@ -94,6 +94,33 @@ def test_print_deployment(model_list):
     assert 10 * "*" in printed_deployment["litellm_params"]["api_key"]
 
 
+def test_print_deployment_with_redact_enabled(model_list):
+    """Test if sensitive credentials are masked when redact_user_api_key_info is enabled"""
+    import litellm
+
+    router = Router(model_list=model_list)
+    deployment = {
+        "model_name": "bedrock-claude",
+        "litellm_params": {
+            "model": "bedrock/anthropic.claude-v2",
+            "aws_access_key_id": "AKIAIOSFODNN7EXAMPLE",
+            "aws_secret_access_key": "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY",
+            "aws_region_name": "us-west-2",
+        },
+    }
+
+    original_setting = litellm.redact_user_api_key_info
+    try:
+        litellm.redact_user_api_key_info = True
+        printed_deployment = router.print_deployment(deployment)
+
+        assert "*" in printed_deployment["litellm_params"]["aws_access_key_id"]
+        assert "*" in printed_deployment["litellm_params"]["aws_secret_access_key"]
+        assert "us-west-2" == printed_deployment["litellm_params"]["aws_region_name"]
+    finally:
+        litellm.redact_user_api_key_info = original_setting
+
+
 def test_completion(model_list):
     """Test if the completion function is working correctly"""
     router = Router(model_list=model_list)
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_parallel_tool_calls.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_parallel_tool_calls.py
new file mode 100644
index 0000000000..9d4e58f3c8
--- /dev/null
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_parallel_tool_calls.py
@@ -0,0 +1,315 @@
+import os
+import sys
+from typing import List
+
+
+sys.path.insert(0, os.path.abspath("../../../../.."))
+
+from litellm.llms.anthropic.experimental_pass_through.adapters.streaming_iterator import (
+    AnthropicStreamWrapper,
+)
+from litellm.types.utils import (
+    Delta,
+    ModelResponse,
+    StreamingChoices,
+    Usage,
+    ChatCompletionDeltaToolCall,
+    Function,
+)
+
+
+class MockCompletionStream:
+    def __init__(self, responses: List[ModelResponse]):
+        self.responses = responses
+        self.index = 0
+
+    def __iter__(self):
+        return self
+
+    def __next__(self):
+        if self.index >= len(self.responses):
+            raise StopIteration
+        response = self.responses[self.index]
+        self.index += 1
+        return response
+
+    def __aiter__(self):
+        return self
+
+    async def __anext__(self):
+        if self.index >= len(self.responses):
+            raise StopAsyncIteration
+        response = self.responses[self.index]
+        self.index += 1
+        return response
+
+
+def construct_text_chunk(text: str) -> ModelResponse:
+    return ModelResponse(
+        stream=True,
+        choices=[
+            StreamingChoices(
+                delta=Delta(content=text),
+                index=0,
+                finish_reason=None,
+            )
+        ],
+    )
+
+
+def construct_split_tool_call(
+    id: str, function_name: str, function_arg_parts: List[str]
+) -> List[ModelResponse]:
+    return [
+        # https://platform.openai.com/docs/guides/function-calling#streaming
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(
+                        tool_calls=[
+                            ChatCompletionDeltaToolCall(
+                                id=id,
+                                function=Function(arguments="", name=function_name),
+                                index=0,
+                                type="function",
+                            )
+                        ]
+                    ),
+                    index=0,
+                    finish_reason=None,
+                )
+            ],
+        ),
+        *[
+            ModelResponse(
+                stream=True,
+                choices=[
+                    StreamingChoices(
+                        delta=Delta(
+                            tool_calls=[
+                                ChatCompletionDeltaToolCall(
+                                    id=None,
+                                    function=Function(arguments=part, name=None),
+                                    index=0,
+                                    type=None,
+                                )
+                            ]
+                        ),
+                        index=0,
+                        finish_reason=None,
+                    )
+                ],
+            )
+            for part in function_arg_parts
+        ],
+    ]
+
+
+def test_anthropic_stream_wrapper_single_tool_call():
+    responses = [
+        *construct_split_tool_call("tooluse_foo", "get_weather", ['{"city":', '"NY"}']),
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(content="", stop_reason="tool_calls"),
+                    index=0,
+                    finish_reason="stop",
+                )
+            ],
+            usage=Usage(prompt_tokens=230, completion_tokens=65, total_tokens=295),
+        ),
+    ]
+
+    wrapper = AnthropicStreamWrapper(
+        completion_stream=MockCompletionStream(responses),
+        model="sonnet-4-5",
+    )
+
+    chunks = []
+    chunk_types = []
+
+    # Collect all chunks
+    for chunk in wrapper:
+        chunks.append(chunk)
+        chunk_types.append(chunk.get("type"))
+
+    # Verify the expected sequence of chunk types
+    expected_types = [
+        "message_start",  # Initial message start
+        # TODO: for future contributors: if the initial content_block_start
+        # respects the upstream's starting chunk, the initial empty text block
+        # should be removed (and this test should be updated accordingly)
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Initial empty text block start
+        "content_block_stop",  # End of empty text block
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Start of first tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # "NY"}
+        "content_block_stop",  # End of first tool_use content block
+        "message_delta",  # Stop reason with merged usage
+        "message_stop",  # Final message stop
+    ]
+
+    assert expected_types == chunk_types
+
+    get_weather_calls = 0
+
+    for chunk in chunks:
+        if (
+            chunk.get("type") == "content_block_start"
+            and chunk["content_block"]["type"] == "tool_use"
+        ):
+            if chunk["content_block"]["name"] == "get_weather":
+                get_weather_calls += 1
+
+    assert get_weather_calls == 1
+
+
+def test_anthropic_stream_wrapper_back_to_back_tool_calls():
+    responses = [
+        *construct_split_tool_call("tooluse_foo", "get_weather", ['{"city":', '"NY"}']),
+        *construct_split_tool_call("tooluse_bar", "get_weather", ['{"city":', '"SF"}']),
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(content="", stop_reason="tool_calls"),
+                    index=0,
+                    finish_reason="stop",
+                )
+            ],
+            usage=Usage(prompt_tokens=230, completion_tokens=65, total_tokens=295),
+        ),
+    ]
+
+    wrapper = AnthropicStreamWrapper(
+        completion_stream=MockCompletionStream(responses),
+        model="sonnet-4-5",
+    )
+
+    chunks = []
+    chunk_types = []
+
+    # Collect all chunks
+    for chunk in wrapper:
+        chunks.append(chunk)
+        chunk_types.append(chunk.get("type"))
+
+    # Verify the expected sequence of chunk types
+    expected_types = [
+        "message_start",  # Initial message start
+        # TODO: for future contributors: if the initial content_block_start
+        # respects the upstream's starting chunk, the initial empty text block
+        # should be removed (and this test should be updated accordingly)
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Initial empty text block start
+        "content_block_stop",  # End of empty text block
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Start of first tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # "NY"}
+        "content_block_stop",  # End of first tool_use content block
+        "content_block_start",  # Start of second tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # " SF"}
+        "content_block_stop",  # End of second tool_use content block
+        "message_delta",  # Stop reason with merged usage
+        "message_stop",  # Final message stop
+    ]
+
+    assert expected_types == chunk_types
+
+    get_weather_calls = 0
+
+    for chunk in chunks:
+        if (
+            chunk.get("type") == "content_block_start"
+            and chunk["content_block"]["type"] == "tool_use"
+        ):
+            if chunk["content_block"]["name"] == "get_weather":
+                get_weather_calls += 1
+
+    assert get_weather_calls == 2
+
+
+def test_anthropic_stream_wrapper_interleaved_tool_calls_and_text():
+    responses = [
+        *construct_split_tool_call("tooluse_foo", "get_weather", ['{"city":', '"NY"}']),
+        construct_text_chunk("The weather is nice today."),
+        *construct_split_tool_call("tooluse_bar", "get_weather", ['{"city":', '"SF"}']),
+        *construct_split_tool_call(
+            "tooluse_bar", "get_weather", ['{"city":', '"CHI"}']
+        ),
+        construct_text_chunk("The weather is not so nice today."),
+        ModelResponse(
+            stream=True,
+            choices=[
+                StreamingChoices(
+                    delta=Delta(content="", stop_reason="tool_calls"),
+                    index=0,
+                    finish_reason="stop",
+                )
+            ],
+            usage=Usage(prompt_tokens=230, completion_tokens=65, total_tokens=295),
+        ),
+    ]
+
+    wrapper = AnthropicStreamWrapper(
+        completion_stream=MockCompletionStream(responses),
+        model="sonnet-4-5",
+    )
+
+    chunks = []
+    chunk_types = []
+
+    # Collect all chunks
+    for chunk in wrapper:
+        chunks.append(chunk)
+        chunk_types.append(chunk.get("type"))
+
+    # Verify the expected sequence of chunk types
+    expected_types = [
+        "message_start",  # Initial message start
+        # TODO: for future contributors: if the initial content_block_start
+        # respects the upstream's starting chunk, the initial empty text block
+        # should be removed (and this test should be updated accordingly)
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Initial empty text block start
+        "content_block_stop",  # End of empty text block
+        # ---------------------------------------------------------------------
+        "content_block_start",  # Start of first tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # "NY"}
+        "content_block_stop",  # End of first tool_use content block
+        "content_block_start",  # "The weather is nice today"
+        "content_block_stop",
+        "content_block_start",  # Start of second tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # " SF"}
+        "content_block_stop",  # End of second tool_use content block
+        "content_block_start",  # Start of third tool_use content block
+        "content_block_delta",  # {"city":
+        "content_block_delta",  # " CHI"}
+        "content_block_stop",  # End of third tool_use content block
+        "content_block_start",  # "The weather is not so nice today"
+        "content_block_stop",
+        "message_delta",  # Stop reason with merged usage
+        "message_stop",  # Final message stop
+    ]
+
+    assert expected_types == chunk_types
+
+    get_weather_calls = 0
+
+    for chunk in chunks:
+        if (
+            chunk.get("type") == "content_block_start"
+            and chunk["content_block"]["type"] == "tool_use"
+        ):
+            if chunk["content_block"]["name"] == "get_weather":
+                get_weather_calls += 1
+
+    assert get_weather_calls == 3
diff --git a/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py b/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py
index ff81ba84c0..660ced53e5 100644
--- a/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py
+++ b/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py
@@ -187,7 +187,8 @@ def test_openrouter_transform_request_with_cache_control():
 
 def test_openrouter_transform_request_with_cache_control_list_content():
     """
-    Test transform_request moves cache_control to all content blocks when content is already a list.
+    Test transform_request moves cache_control only to the last content block when content is already a list.
+    This prevents exceeding Anthropic's limit of 4 cache breakpoints.
     
     Input:
     {
@@ -205,8 +206,7 @@ def test_openrouter_transform_request_with_cache_control_list_content():
         "content": [
             {
                 "type": "text",
-                "text": "You are a historian...",
-                "cache_control": {"type": "ephemeral"}
+                "text": "You are a historian..."
             },
             {
                 "type": "text",
@@ -258,7 +258,8 @@ def test_openrouter_transform_request_with_cache_control_list_content():
     assert system_message["role"] == "system"
     assert isinstance(system_message["content"], list)
     assert len(system_message["content"]) == 2
-    assert system_message["content"][0]["cache_control"] == {"type": "ephemeral"}
+    # Only the last content block should have cache_control
+    assert "cache_control" not in system_message["content"][0]
     assert system_message["content"][1]["cache_control"] == {"type": "ephemeral"}
     assert "cache_control" not in system_message
 
@@ -316,4 +317,51 @@ def test_openrouter_transform_request_with_cache_control_gemini():
     assert isinstance(user_message["content"], list)
     assert user_message["content"][0]["type"] == "text"
     assert user_message["content"][0]["cache_control"] == {"type": "ephemeral"}
+
+
+def test_openrouter_transform_request_multiple_cache_controls():
+    """
+    Test that cache_control is only added to the last content block per message.
+    This prevents exceeding Anthropic's limit of 4 cache breakpoints.
+    
+    When a message has 5 content blocks with cache_control at message level,
+    only the 5th block should have cache_control, not all 5 blocks.
+    """
+    import json
+    config = OpenrouterConfig()
+    
+    messages = [
+        {
+            "role": "system",
+            "content": [
+                {"type": "text", "text": "Block 1"},
+                {"type": "text", "text": "Block 2"},
+                {"type": "text", "text": "Block 3"},
+                {"type": "text", "text": "Block 4"},
+                {"type": "text", "text": "Block 5"}
+            ],
+            "cache_control": {"type": "ephemeral"}
+        }
+    ]
+    
+    transformed_request = config.transform_request(
+        model="openrouter/anthropic/claude-3-5-sonnet-20240620",
+        messages=messages,
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )
+    
+    print("\n=== Transformed Request (Multiple Blocks) ===")
+    print(json.dumps(transformed_request, indent=4, default=str))
+    
+    system_message = transformed_request["messages"][0]
+    assert len(system_message["content"]) == 5
+    
+    # Only the last block should have cache_control
+    for i in range(4):
+        assert "cache_control" not in system_message["content"][i], f"Block {i} should not have cache_control"
+    
+    assert system_message["content"][4]["cache_control"] == {"type": "ephemeral"}
+    assert "cache_control" not in system_message
     
\ No newline at end of file
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_gemma_models/__init__.py b/tests/test_litellm/llms/vertex_ai/vertex_gemma_models/__init__.py
new file mode 100644
index 0000000000..b15b077c96
--- /dev/null
+++ b/tests/test_litellm/llms/vertex_ai/vertex_gemma_models/__init__.py
@@ -0,0 +1,2 @@
+"""Tests for Vertex AI Gemma-AI models"""
+
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_gemma_models/test_vertex_gemma_transformation.py b/tests/test_litellm/llms/vertex_ai/vertex_gemma_models/test_vertex_gemma_transformation.py
new file mode 100644
index 0000000000..1ff9009bb8
--- /dev/null
+++ b/tests/test_litellm/llms/vertex_ai/vertex_gemma_models/test_vertex_gemma_transformation.py
@@ -0,0 +1,217 @@
+"""
+Mocked tests for Vertex AI Gemma Models
+
+Maps to: litellm/llms/vertex_ai/vertex_gemma_models/transformation.py
+"""
+
+import json
+from unittest.mock import AsyncMock, Mock, patch
+
+import pytest
+
+import litellm
+
+
+class TestVertexGemmaCompletion:
+    """Test completion flow for Vertex AI Gemma models using litellm.acompletion()"""
+
+    @pytest.mark.asyncio
+    async def test_acompletion_basic_request(self):
+        """
+        Test litellm.acompletion() with Vertex AI Gemma model
+        
+        Expected URL:
+        https://32277599999999999.us-central1-10582012152.prediction.vertexai.goog/v1/projects/PROJECT_ID/locations/us-central1/endpoints/ENDPOINT_ID:predict
+        
+        Expected Request Body (sent to Vertex):
+        {
+            "instances": [
+                {
+                    "@requestFormat": "chatCompletions",
+                    "messages": [
+                        {
+                            "role": "user",
+                            "content": "What is machine learning?"
+                        }
+                    ],
+                    "max_tokens": 100
+                }
+            ]
+        }
+        
+        Expected Vertex Response:
+        {
+            "deployedModelId": "1207280419999999999",
+            "model": "projects/993702345710/locations/us-central1/models/gemma-3-12b-it-1222199011122",
+            "modelDisplayName": "gemma-3-12b-it-1222199011122",
+            "modelVersionId": "1",
+            "predictions": {
+                "choices": [
+                    {
+                        "finish_reason": "length",
+                        "index": 0,
+                        "logprobs": null,
+                        "message": {
+                            "content": "Okay, let's break down machine learning...",
+                            "reasoning_content": null,
+                            "role": "assistant",
+                            "tool_calls": []
+                        },
+                        "stop_reason": null
+                    }
+                ],
+                "created": 1759863903,
+                "id": "chatcmpl-aaa4288f-2b8e-4bc0-8b14-4e444decd2c4",
+                "model": "google/gemma-3-12b-it",
+                "object": "chat.completion",
+                "prompt_logprobs": null,
+                "usage": {
+                    "completion_tokens": 100,
+                    "prompt_tokens": 14,
+                    "prompt_tokens_details": null,
+                    "total_tokens": 114
+                }
+            }
+        }
+        
+        Expected LiteLLM Response: Standard OpenAI format
+        """
+        # Real Vertex response from user's spec
+        mock_vertex_response = {
+            "deployedModelId": "1207280419999999999",
+            "model": "projects/993702345710/locations/us-central1/models/gemma-3-12b-it-1222199011122",
+            "modelDisplayName": "gemma-3-12b-it-1222199011122",
+            "modelVersionId": "1",
+            "predictions": {
+                "choices": [
+                    {
+                        "finish_reason": "length",
+                        "index": 0,
+                        "logprobs": None,
+                        "message": {
+                            "content": "Okay, let's break down machine learning. Here's a comprehensive explanation, covering the core concepts, types, and some examples, tailored to different levels of understanding.  I'll structure it into sections: **The Core Idea**, **Types of Machine Learning**, **How It Works (Simplified)**, **Examples**, and **Why It's Useful**.\n\n**1. The Core Idea: Learning from Data**\n\nAt its heart, machine learning (ML) is about enabling computers",
+                            "reasoning_content": None,
+                            "role": "assistant",
+                            "tool_calls": [],
+                        },
+                        "stop_reason": None,
+                    }
+                ],
+                "created": 1759863903,
+                "id": "chatcmpl-aaa4288f-2b8e-4bc0-8b14-4e444decd2c4",
+                "model": "google/gemma-3-12b-it",
+                "object": "chat.completion",
+                "prompt_logprobs": None,
+                "usage": {
+                    "completion_tokens": 100,
+                    "prompt_tokens": 14,
+                    "prompt_tokens_details": None,
+                    "total_tokens": 114,
+                },
+            },
+        }
+        
+        # Mock the async HTTP handler
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler"
+        ) as mock_http_handler:
+            mock_response = Mock()
+            mock_response.status_code = 200
+            mock_response.json.return_value = mock_vertex_response
+            mock_http_handler.return_value.post = AsyncMock(return_value=mock_response)
+            
+            # Call litellm.acompletion()
+            response = await litellm.acompletion(
+                model="vertex_ai/gemma/gemma-3-12b-it-1222199011122",
+                messages=[{"role": "user", "content": "What is machine learning?"}],
+                max_tokens=100,
+                api_base="https://32277599999999999.us-central1-10582012152.prediction.vertexai.goog/v1/projects/PROJECT_ID/locations/us-central1/endpoints/ENDPOINT_ID:predict",
+                vertex_project="PROJECT_ID",
+                vertex_location="us-central1",
+            )
+            
+            # Verify the request sent to Vertex
+            call_args = mock_http_handler.return_value.post.call_args
+            assert call_args is not None, "HTTP handler was not called"
+            
+            request_data = call_args.kwargs["json"]
+            request_url = call_args.kwargs["url"]
+            
+            # Validate exact URL matches what we sent
+            expected_url = "https://32277599999999999.us-central1-10582012152.prediction.vertexai.goog/v1/projects/PROJECT_ID/locations/us-central1/endpoints/ENDPOINT_ID:predict"
+            assert request_url == expected_url, f"Expected URL: {expected_url}\nActual URL: {request_url}"
+            
+            # Validate Request Body matches expected format
+            assert "instances" in request_data
+            assert len(request_data["instances"]) == 1
+            
+            outer_instance = request_data["instances"][0]
+            assert outer_instance["@requestFormat"] == "chatCompletions"
+            
+            # The actual instance with messages is nested inside
+            assert "instances" in outer_instance
+            inner_instance = outer_instance["instances"][0]
+            assert inner_instance["@requestFormat"] == "chatCompletions"
+            assert "messages" in inner_instance
+            assert inner_instance["messages"][0]["role"] == "user"
+            assert inner_instance["messages"][0]["content"] == "What is machine learning?"
+            assert inner_instance["max_tokens"] == 100
+            
+            # Validate LiteLLM Response (OpenAI format)
+            assert response.id == "chatcmpl-aaa4288f-2b8e-4bc0-8b14-4e444decd2c4"
+            assert response.object == "chat.completion"
+            assert response.created == 1759863903
+            # Model name has the gemma/ prefix stripped during processing
+            assert response.model == "gemma-3-12b-it-1222199011122"
+            
+            # Validate choices
+            assert len(response.choices) == 1
+            assert response.choices[0].index == 0
+            assert response.choices[0].finish_reason == "length"
+            assert response.choices[0].message.role == "assistant"
+            assert "machine learning" in response.choices[0].message.content.lower()
+            
+            # Validate usage
+            assert response.usage.prompt_tokens == 14
+            assert response.usage.completion_tokens == 100
+            assert response.usage.total_tokens == 114
+
+    @pytest.mark.asyncio
+    async def test_acompletion_error_handling(self):
+        """
+        Test litellm.acompletion() error handling when Vertex returns invalid response
+        
+        Expected: Proper error handling when 'predictions' field is missing
+        """
+        from litellm.exceptions import APIConnectionError
+
+        # Invalid response without predictions field
+        invalid_response = {
+            "deployedModelId": "123",
+            "error": {
+                "code": 400,
+                "message": "Invalid request"
+            }
+        }
+        
+        with patch(
+            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler"
+        ) as mock_http_handler:
+            mock_response = Mock()
+            mock_response.status_code = 200
+            mock_response.json.return_value = invalid_response
+            mock_http_handler.return_value.post = AsyncMock(return_value=mock_response)
+            
+            # Should raise exception (wrapped as APIConnectionError by LiteLLM)
+            with pytest.raises(APIConnectionError) as exc_info:
+                await litellm.acompletion(
+                    model="vertex_ai/gemma/gemma-3-12b-it",
+                    messages=[{"role": "user", "content": "Test"}],
+                    api_base="https://test.prediction.vertexai.goog/v1/projects/test/locations/us-central1/endpoints/123:predict",
+                    vertex_project="test-project",
+                    vertex_location="us-central1",
+                )
+            
+            # Verify the error message contains the original error
+            assert "missing 'predictions' field" in str(exc_info.value)
+
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_enkryptai.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_enkryptai.py
new file mode 100644
index 0000000000..625db83712
--- /dev/null
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_enkryptai.py
@@ -0,0 +1,440 @@
+"""
+Tests for EnkryptAI guardrail integration
+
+This test file tests the EnkryptAI guardrail implementation.
+"""
+import os
+from unittest.mock import MagicMock, patch
+
+import httpx
+import pytest
+
+import litellm
+from litellm import ModelResponse
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.guardrails.guardrail_hooks.enkryptai import EnkryptAIGuardrails
+from litellm.types.utils import Choices, Message
+
+
+@pytest.fixture
+def enkryptai_guardrail():
+    """Create an EnkryptAIGuardrail instance for testing"""
+    return EnkryptAIGuardrails(
+        api_key="test-api-key",
+        api_base="https://api.test.enkryptai.com",
+        guardrail_name="test-enkryptai-guardrail",
+        event_hook="pre_call",
+        default_on=True,
+        detectors={
+            "nsfw": {"enabled": True},
+            "toxicity": {"enabled": True},
+        }
+    )
+
+
+@pytest.fixture
+def mock_user_api_key_dict():
+    """Create a mock UserAPIKeyAuth object"""
+    return UserAPIKeyAuth(
+        user_id="test-user-id",
+        user_email="test@example.com",
+        key_name="test-key",
+        key_alias=None,
+        team_id=None,
+        team_alias=None,
+        user_role=None,
+        api_key="test-api-key",
+        permissions={},
+        models=[],
+        spend=0.0,
+        max_budget=None,
+        soft_budget=None,
+        tpm_limit=None,
+        rpm_limit=None,
+        metadata={},
+        max_parallel_requests=None,
+        allowed_cache_controls=[],
+        model_spend={},
+        model_max_budget={},
+    )
+
+
+@pytest.fixture
+def mock_request_data():
+    """Create mock request data"""
+    return {
+        "messages": [
+            {"role": "system", "content": "You are a helpful assistant"},
+            {"role": "user", "content": "Hello, how are you?"},
+        ],
+        "litellm_call_id": "test-call-id",
+        "metadata": {"requester_ip_address": "192.168.1.1"},
+    }
+
+
+class TestEnkryptAIGuardrailConfiguration:
+    """Test configuration and initialization of EnkryptAI guardrail"""
+
+    def test_init_with_config(self):
+        """Test initializing EnkryptAI guardrail with configuration"""
+        guardrail = EnkryptAIGuardrails(
+            api_key="test-key",
+            api_base="https://api.test.enkryptai.com",
+            policy_name="test-policy",
+            detectors={"toxicity": {"enabled": True}}
+        )
+        assert guardrail.api_key == "test-key"
+        assert guardrail.api_base == "https://api.test.enkryptai.com"
+        assert guardrail.policy_name == "test-policy"
+        assert guardrail.optional_params.get("detectors") == {"toxicity": {"enabled": True}}
+
+    def test_init_with_env_vars(self):
+        """Test initialization with environment variables"""
+        with patch.dict(
+            os.environ,
+            {
+                "ENKRYPTAI_API_KEY": "env-api-key",
+                "ENKRYPTAI_API_BASE": "https://env.api.enkryptai.com",
+            },
+        ):
+            guardrail = EnkryptAIGuardrails()
+            assert guardrail.api_key == "env-api-key"
+            assert guardrail.api_base == "https://env.api.enkryptai.com"
+
+    def test_init_with_params_override_env(self):
+        """Test that constructor params override environment variables"""
+        with patch.dict(
+            os.environ,
+            {
+                "ENKRYPTAI_API_KEY": "env-api-key",
+            },
+        ):
+            guardrail = EnkryptAIGuardrails(
+                api_key="param-api-key",
+            )
+            assert guardrail.api_key == "param-api-key"
+
+    def test_init_without_api_key_raises_error(self):
+        """Test that initialization without API key raises ValueError"""
+        with patch.dict(os.environ, {}, clear=True):
+            with pytest.raises(ValueError, match="EnkryptAI API key is required"):
+                EnkryptAIGuardrails()
+
+
+class TestEnkryptAIGuardrailHooks:
+    """Test the guardrail hook methods"""
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_allowed(
+        self, enkryptai_guardrail, mock_user_api_key_dict, mock_request_data
+    ):
+        """Test pre-call hook when content is allowed"""
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "summary": {"nsfw": 0, "toxicity": []},
+            "violations": [],
+            "detected": False,
+        }
+        mock_response.raise_for_status = MagicMock()
+        mock_response.status_code = 200
+
+        with patch.object(
+            enkryptai_guardrail.async_handler, "post", return_value=mock_response
+        ) as mock_post:
+            result = await enkryptai_guardrail.async_pre_call_hook(
+                user_api_key_dict=mock_user_api_key_dict,
+                cache=MagicMock(),
+                data=mock_request_data,
+                call_type="completion",
+            )
+
+            assert result == mock_request_data
+            mock_post.assert_called_once()
+
+            # Verify API call details
+            call_args = mock_post.call_args
+            assert call_args[1]["url"].endswith("/guardrails/detect")
+            assert call_args[1]["headers"]["apikey"] == "test-api-key"
+            assert call_args[1]["json"]["text"] == "Hello, how are you?"
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_blocked(
+        self, enkryptai_guardrail, mock_user_api_key_dict, mock_request_data
+    ):
+        """Test pre-call hook when content is blocked"""
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "summary": {"toxicity": ["high"]},
+            "violations": ["toxicity"],
+            "detected": True,
+        }
+        mock_response.raise_for_status = MagicMock()
+        mock_response.status_code = 200
+
+        with patch.object(
+            enkryptai_guardrail.async_handler, "post", return_value=mock_response
+        ):
+            with pytest.raises(Exception) as exc_info:
+                await enkryptai_guardrail.async_pre_call_hook(
+                    user_api_key_dict=mock_user_api_key_dict,
+                    cache=MagicMock(),
+                    data=mock_request_data,
+                    call_type="completion",
+                )
+
+            assert exc_info.value.status_code == 400
+
+    @pytest.mark.asyncio
+    async def test_pre_call_hook_with_policy_header(
+        self, mock_user_api_key_dict, mock_request_data
+    ):
+        """Test pre-call hook with policy header"""
+        guardrail = EnkryptAIGuardrails(
+            api_key="test-key",
+            policy_name="my-policy",
+            guardrail_name="test-guardrail",
+            event_hook="pre_call",
+            default_on=True,
+        )
+
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "violations": [],
+            "detected": False,
+        }
+        mock_response.raise_for_status = MagicMock()
+
+        with patch.object(
+            guardrail.async_handler, "post", return_value=mock_response
+        ) as mock_post:
+            await guardrail.async_pre_call_hook(
+                user_api_key_dict=mock_user_api_key_dict,
+                cache=MagicMock(),
+                data=mock_request_data,
+                call_type="completion",
+            )
+
+            # Verify policy header was sent
+            call_args = mock_post.call_args
+            assert call_args[1]["headers"]["x-enkrypt-policy"] == "my-policy"
+
+    @pytest.mark.asyncio
+    async def test_post_call_success_hook(
+        self, enkryptai_guardrail, mock_user_api_key_dict, mock_request_data
+    ):
+        """Test post-call success hook"""
+        # Create a mock ModelResponse
+        response = ModelResponse(
+            id="test-response-id",
+            choices=[
+                Choices(
+                    finish_reason="stop",
+                    index=0,
+                    message=Message(
+                        content="I'm doing well, thank you!", role="assistant"
+                    ),
+                )
+            ],
+            created=1234567890,
+            model="gpt-3.5-turbo",
+            object="chat.completion",
+            system_fingerprint=None,
+            usage={"prompt_tokens": 10, "completion_tokens": 20, "total_tokens": 30},
+        )
+
+        mock_api_response = MagicMock()
+        mock_api_response.json.return_value = {
+            "violations": [],
+            "detected": False,
+        }
+        mock_api_response.raise_for_status = MagicMock()
+
+        # Update guardrail to use post_call event hook
+        enkryptai_guardrail.event_hook = "post_call"
+
+        with patch.object(
+            enkryptai_guardrail.async_handler, "post", return_value=mock_api_response
+        ) as mock_post:
+            result = await enkryptai_guardrail.async_post_call_success_hook(
+                data=mock_request_data,
+                user_api_key_dict=mock_user_api_key_dict,
+                response=response,
+            )
+
+            assert result == response
+            mock_post.assert_called_once()
+
+            # Verify API call details
+            call_args = mock_post.call_args
+            assert call_args[1]["json"]["text"] == "I'm doing well, thank you!"
+
+    @pytest.mark.asyncio
+    async def test_moderation_hook(
+        self, enkryptai_guardrail, mock_user_api_key_dict, mock_request_data
+    ):
+        """Test moderation hook (during_call)"""
+        # Update guardrail to use during_call event hook
+        enkryptai_guardrail.event_hook = "during_call"
+
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "violations": [],
+            "detected": False,
+        }
+        mock_response.raise_for_status = MagicMock()
+
+        with patch.object(
+            enkryptai_guardrail.async_handler, "post", return_value=mock_response
+        ):
+            result = await enkryptai_guardrail.async_moderation_hook(
+                data=mock_request_data,
+                user_api_key_dict=mock_user_api_key_dict,
+                call_type="completion",
+            )
+
+            assert result == mock_request_data
+
+    @pytest.mark.asyncio
+    async def test_api_failure_handling(
+        self, enkryptai_guardrail, mock_user_api_key_dict, mock_request_data
+    ):
+        """Test API failure handling"""
+        with patch.object(
+            enkryptai_guardrail.async_handler,
+            "post",
+            side_effect=httpx.HTTPStatusError(
+                "API Error", request=MagicMock(), response=MagicMock(status_code=500)
+            ),
+        ):
+            with pytest.raises(httpx.HTTPStatusError):
+                await enkryptai_guardrail.async_pre_call_hook(
+                    user_api_key_dict=mock_user_api_key_dict,
+                    cache=MagicMock(),
+                    data=mock_request_data,
+                    call_type="completion",
+                )
+
+    @pytest.mark.asyncio
+    async def test_monitor_mode(
+        self, mock_user_api_key_dict, mock_request_data
+    ):
+        """Test monitor mode (block_on_violation=False)"""
+        guardrail = EnkryptAIGuardrails(
+            api_key="test-key",
+            block_on_violation=False,
+            guardrail_name="test-guardrail",
+            event_hook="pre_call",
+            default_on=True,
+        )
+
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "violations": ["toxicity"],
+            "detected": True,
+        }
+        mock_response.raise_for_status = MagicMock()
+
+        with patch.object(
+            guardrail.async_handler, "post", return_value=mock_response
+        ):
+            # Should not raise exception in monitor mode
+            result = await guardrail.async_pre_call_hook(
+                user_api_key_dict=mock_user_api_key_dict,
+                cache=MagicMock(),
+                data=mock_request_data,
+                call_type="completion",
+            )
+
+            assert result == mock_request_data
+
+    def test_extract_user_message(self, enkryptai_guardrail):
+        """Test _extract_user_message helper method"""
+        data = {
+            "messages": [
+                {"role": "system", "content": "System prompt"},
+                {"role": "user", "content": "First user message"},
+                {"role": "assistant", "content": "Assistant response"},
+                {"role": "user", "content": "Second user message"},
+            ]
+        }
+
+        message = enkryptai_guardrail._extract_user_message(data)
+        assert message == "Second user message"
+
+        data = {"messages": [{"role": "system", "content": "System prompt"}]}
+        message = enkryptai_guardrail._extract_user_message(data)
+        assert message is None
+
+        data = {"messages": []}
+        message = enkryptai_guardrail._extract_user_message(data)
+        assert message is None
+
+        data = {}
+        message = enkryptai_guardrail._extract_user_message(data)
+        assert message is None
+
+    def test_determine_guardrail_status(self, enkryptai_guardrail):
+        """Test _determine_guardrail_status helper method"""
+        # Test success status
+        response_json = {"violations": [], "detected": False}
+        status = enkryptai_guardrail._determine_guardrail_status(response_json)
+        assert status == "success"
+
+        # Test intervened status
+        response_json = {"violations": ["toxicity"], "detected": True}
+        status = enkryptai_guardrail._determine_guardrail_status(response_json)
+        assert status == "guardrail_intervened"
+
+        # Test failed status
+        response_json = "invalid"
+        status = enkryptai_guardrail._determine_guardrail_status(response_json)
+        assert status == "guardrail_failed_to_respond"
+
+
+class TestEnkryptAIExtraction:
+    """Test content extraction methods"""
+
+    def test_extract_user_message_multipart(self):
+        """Test extracting user message with multipart content"""
+        guardrail = EnkryptAIGuardrails(api_key="test-key")
+
+        data = {
+            "messages": [
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "text", "text": "Hello"},
+                        {"type": "text", "text": "world"},
+                    ],
+                }
+            ]
+        }
+
+        message = guardrail._extract_user_message(data)
+        assert message == "Hello world"
+
+    def test_extract_response_content(self):
+        """Test extracting content from ModelResponse"""
+        guardrail = EnkryptAIGuardrails(api_key="test-key")
+
+        response = ModelResponse(
+            id="test-id",
+            choices=[
+                Choices(
+                    finish_reason="stop",
+                    index=0,
+                    message=Message(content="Test response", role="assistant"),
+                )
+            ],
+            created=1234567890,
+            model="gpt-3.5-turbo",
+            object="chat.completion",
+        )
+
+        content = guardrail._extract_response_content(response)
+        assert content == "Test response"
+
+        # Test with non-ModelResponse
+        content = guardrail._extract_response_content("invalid")
+        assert content is None
+
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 43e3e2ad0c..21930d116d 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -126,6 +126,74 @@ async def test_initialize_scheduled_jobs_credentials(monkeypatch):
         assert len(mock_scheduler_calls) > 0
 
 
+def test_update_config_fields_deep_merge_db_wins():
+    from litellm.proxy.proxy_server import ProxyConfig
+
+    proxy_config = ProxyConfig()
+
+    current_config = {
+        "router_settings": {
+            "routing_mode": "cost_optimized",
+            "model_group_alias": {
+                # Existing alias with older model + different hidden flag
+                "claude-sonnet-4": {
+                    "model": "claude-sonnet-4-20240219",
+                    "hidden": True,
+                },
+                # An extra alias that should remain untouched unless DB overrides it
+                "legacy-sonnet": {
+                    "model": "claude-2.1",
+                    "hidden": True,
+                },
+            },
+        }
+    }
+
+    db_param_value = {
+        "model_group_alias": {
+            # Conflict: DB should win (both 'model' and 'hidden')
+            "claude-sonnet-4": {
+                "model": "claude-sonnet-4-20250514",
+                "hidden": False,
+            },
+            # New alias to be added by the merge
+            "claude-sonnet-latest": {
+                "model": "claude-sonnet-4-20250514",
+                "hidden": True,
+            },
+            # Demonstrate that None values from DB are skipped (preserve existing)
+            "legacy-sonnet": {
+                "hidden": None  # should not clobber current True
+            },
+        }
+    }
+
+    updated = proxy_config._update_config_fields(
+        current_config=current_config,
+        param_name="router_settings",
+        db_param_value=db_param_value,
+    )
+
+    rs = updated["router_settings"]
+    aliases = rs["model_group_alias"]
+
+    # DB wins on conflicts (deep) for existing alias
+    assert aliases["claude-sonnet-4"]["model"] == "claude-sonnet-4-20250514"
+    assert aliases["claude-sonnet-4"]["hidden"] is False
+
+    # New alias introduced by DB is present with its values
+    assert "claude-sonnet-latest" in aliases
+    assert aliases["claude-sonnet-latest"]["model"] == "claude-sonnet-4-20250514"
+    assert aliases["claude-sonnet-latest"]["hidden"] is True
+
+    # None in DB does not overwrite existing values
+    assert aliases["legacy-sonnet"]["model"] == "claude-2.1"
+    assert aliases["legacy-sonnet"]["hidden"] is True
+
+    # Unrelated router_settings keys are preserved
+    assert rs["routing_mode"] == "cost_optimized"
+
+
 # Mock Prisma
 class MockPrisma:
     def __init__(self, database_url=None, proxy_logging_obj=None, http_client=None):
diff --git a/tests/test_litellm/test_acompletion_session_reuse_e2e.py b/tests/test_litellm/test_acompletion_session_reuse_e2e.py
new file mode 100644
index 0000000000..499bcc6a9f
--- /dev/null
+++ b/tests/test_litellm/test_acompletion_session_reuse_e2e.py
@@ -0,0 +1,154 @@
+"""
+E2E tests for shared session reuse feature
+
+WHAT THIS TESTS:
+When you pass shared_session to acompletion(), it should flow through
+the entire call chain so the same aiohttp.ClientSession is reused for
+connection pooling.
+
+WHY THIS MATTERS:
+Without session reuse, every request creates new TCP/TLS connections,
+wasting ~100-500ms per request. With reuse, connections are pooled and
+subsequent requests are 40-60% faster.
+"""
+import os
+import sys
+import inspect
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../.."))
+
+import litellm
+
+
+# ============================================================================
+# HELPER FUNCTION
+# ============================================================================
+
+def is_parameter_active_in_source(source_code: str, search_pattern: str) -> bool:
+    """
+    Check if a parameter/line exists in source code and is NOT commented out.
+    
+    Args:
+        source_code: The source code to search
+        search_pattern: The text pattern to look for (e.g., "shared_session=shared_session")
+    
+    Returns:
+        True if pattern found and not commented out, False otherwise
+    """
+    lines = source_code.split('\n')
+    
+    for line in lines:
+        if search_pattern in line:
+            # Make sure it's not commented out
+            stripped = line.strip()
+            if not stripped.startswith('#'):
+                return True
+    
+    return False
+
+
+# ============================================================================
+# TEST 1: Check that the parameter exists in the API
+# ============================================================================
+
+def test_acompletion_accepts_shared_session():
+    """Verify acompletion() has a shared_session parameter"""
+    sig = inspect.signature(litellm.acompletion)
+    
+    assert 'shared_session' in sig.parameters, \
+        "acompletion() missing shared_session parameter"
+    
+    # Should be optional (defaults to None)
+    assert sig.parameters['shared_session'].default is None
+
+
+def test_completion_accepts_shared_session():
+    """Verify completion() has a shared_session parameter"""
+    sig = inspect.signature(litellm.completion)
+    
+    assert 'shared_session' in sig.parameters, \
+        "completion() missing shared_session parameter"
+    
+    assert sig.parameters['shared_session'].default is None
+
+
+# ============================================================================
+# TEST 2: Check that acompletion passes it to completion
+# ============================================================================
+
+def test_acompletion_passes_session_to_completion():
+    """
+    Verify that acompletion() includes shared_session in the kwargs
+    it passes to completion()
+    """
+    source = inspect.getsource(litellm.acompletion)
+    
+    # Check for both possible quote styles
+    found = (is_parameter_active_in_source(source, '"shared_session": shared_session') or
+             is_parameter_active_in_source(source, "'shared_session': shared_session"))
+    
+    assert found, \
+        "acompletion() doesn't include shared_session in completion_kwargs (or it's commented out)"
+
+
+# ============================================================================
+# TEST 3: Check the handler methods accept it
+# ============================================================================
+
+def test_handler_completion_accepts_shared_session():
+    """Verify BaseLLMHTTPHandler.completion() accepts shared_session"""
+    from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+    
+    sig = inspect.signature(BaseLLMHTTPHandler.completion)
+    
+    assert 'shared_session' in sig.parameters, \
+        "Handler.completion() missing shared_session parameter"
+
+
+def test_handler_async_completion_accepts_shared_session():
+    """Verify BaseLLMHTTPHandler.async_completion() accepts shared_session"""
+    from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+    
+    sig = inspect.signature(BaseLLMHTTPHandler.async_completion)
+    
+    assert 'shared_session' in sig.parameters, \
+        "Handler.async_completion() missing shared_session parameter"
+
+
+# ============================================================================
+# TEST 4: THE KEY TEST - Does handler.completion pass it to async_completion?
+# ============================================================================
+
+def test_handler_passes_session_to_async_completion():
+    """
+    🔑 KEY TEST - Verifies the fix from commit f0d6d3dd
+    
+    The bug was: handler.completion() accepted shared_session but didn't
+    pass it to async_completion(). This test ensures it's being passed.
+    
+    If this test fails, session reuse is BROKEN.
+    """
+    from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+    
+    source = inspect.getsource(BaseLLMHTTPHandler.completion)
+    
+    # Check if shared_session is being passed (and not commented out)
+    found = is_parameter_active_in_source(source, 'shared_session=shared_session')
+    
+    assert found, \
+        """
+        CRITICAL BUG DETECTED!
+        
+        shared_session is NOT being passed from completion() to async_completion()
+        
+        This means session reuse is BROKEN. Every request will create new
+        connections instead of reusing them, causing 40-60% slower performance.
+        
+        FIX: In BaseLLMHTTPHandler.completion(), when calling self.async_completion(),
+        add this parameter:
+            shared_session=shared_session
+        
+        This was the bug fixed in commit f0d6d3dd - it may have regressed!
+        """
\ No newline at end of file
diff --git a/ui/litellm-dashboard/.env.development b/ui/litellm-dashboard/.env.development
new file mode 100644
index 0000000000..b408125408
--- /dev/null
+++ b/ui/litellm-dashboard/.env.development
@@ -0,0 +1,2 @@
+NODE_ENV=development
+NEXT_PUBLIC_BASE_URL=""
\ No newline at end of file
diff --git a/ui/litellm-dashboard/.env.production b/ui/litellm-dashboard/.env.production
new file mode 100644
index 0000000000..1df897e7d2
--- /dev/null
+++ b/ui/litellm-dashboard/.env.production
@@ -0,0 +1,2 @@
+NODE_ENV=production
+NEXT_PUBLIC_BASE_URL="ui/"
\ No newline at end of file
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
new file mode 100644
index 0000000000..265a6d8195
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/page.tsx
@@ -0,0 +1,17 @@
+"use client";
+
+import APIRef from "@/components/api_ref";
+import { useState } from "react";
+
+interface ProxySettings {
+  PROXY_BASE_URL: string;
+  PROXY_LOGOUT_URL: string;
+}
+
+const APIReferencePage = () => {
+  const [proxySettings, setProxySettings] = useState<ProxySettings>({ PROXY_BASE_URL: "", PROXY_LOGOUT_URL: "" });
+
+  return <APIRef proxySettings={proxySettings} />;
+};
+
+export default APIReferencePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx b/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx
new file mode 100644
index 0000000000..96bb9b5a4b
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/components/Sidebar2.tsx
@@ -0,0 +1,401 @@
+"use client";
+
+import { Layout, Menu, ConfigProvider } from "antd";
+import {
+  KeyOutlined,
+  PlayCircleOutlined,
+  BlockOutlined,
+  BarChartOutlined,
+  TeamOutlined,
+  BankOutlined,
+  UserOutlined,
+  SettingOutlined,
+  ApiOutlined,
+  AppstoreOutlined,
+  DatabaseOutlined,
+  FileTextOutlined,
+  LineChartOutlined,
+  SafetyOutlined,
+  ExperimentOutlined,
+  ToolOutlined,
+  TagsOutlined,
+} from "@ant-design/icons";
+// import {
+//   all_admin_roles,
+//   rolesWithWriteAccess,
+//   internalUserRoles,
+//   isAdminRole,
+// } from "../utils/roles";
+// import UsageIndicator from "./usage_indicator";
+import * as React from "react";
+import { useRouter, usePathname } from "next/navigation";
+import { all_admin_roles, internalUserRoles, isAdminRole, rolesWithWriteAccess } from "@/utils/roles";
+import UsageIndicator from "@/components/usage_indicator";
+
+const { Sider } = Layout;
+
+// -------- Types --------
+interface SidebarProps {
+  accessToken: string | null;
+  userRole: string;
+  /** Fallback selection id (legacy), used if path can't be matched */
+  defaultSelectedKey: string;
+  collapsed?: boolean;
+}
+
+interface MenuItemCfg {
+  key: string;
+  page: string; // legacy id; we map this to a path below
+  label: string;
+  roles?: string[];
+  children?: MenuItemCfg[];
+  icon?: React.ReactNode;
+}
+
+/** ---------- Base URL helpers ---------- */
+/**
+ * Normalizes NEXT_PUBLIC_BASE_URL to either "/" or "/ui/" (always with a trailing slash).
+ * Supported env values: "" or "ui/".
+ */
+const getBasePath = () => {
+  const raw = process.env.NEXT_PUBLIC_BASE_URL ?? "";
+  const trimmed = raw.replace(/^\/+|\/+$/g, ""); // strip leading/trailing slashes
+  return trimmed ? `/${trimmed}/` : "/"; // ensure trailing slash
+};
+
+/** Map legacy `page` ids to real app routes (relative, no leading slash). */
+const routeFor = (slug: string): string => {
+  switch (slug) {
+    // top level
+    case "api-keys":
+      return "virtual-keys";
+    case "llm-playground":
+      return "test-key";
+    case "models":
+      return "models-and-endpoints";
+    case "new_usage":
+      return "usage";
+    case "teams":
+      return "teams";
+    case "organizations":
+      return "organizations";
+    case "users":
+      return "users";
+    case "api_ref":
+      return "api-reference";
+    case "model-hub-table":
+      // If you intend the newer in-dashboard page, use "model-hub".
+      return "model-hub";
+    case "logs":
+      return "logs";
+    case "guardrails":
+      return "guardrails";
+
+    // tools
+    case "mcp-servers":
+      return "tools/mcp-servers";
+    case "vector-stores":
+      return "tools/vector-stores";
+
+    // experimental
+    case "caching":
+      return "experimental/caching";
+    case "prompts":
+      return "experimental/prompts";
+    case "budgets":
+      return "experimental/budgets";
+    case "transform-request":
+      return "experimental/api-playground";
+    case "tag-management":
+      return "experimental/tag-management";
+    case "usage": // "Old Usage"
+      return "experimental/old-usage";
+
+    // settings
+    case "general-settings":
+      return "settings/router-settings";
+    case "settings": // "Logging & Alerts"
+      return "settings/logging-and-alerts";
+    case "admin-panel":
+      return "settings/admin-settings";
+    case "ui-theme":
+      return "settings/ui-theme";
+
+    default:
+      // treat as already a relative path
+      return slug.replace(/^\/+/, "");
+  }
+};
+
+/** Prefix base path ("/" or "/ui/") */
+const toHref = (slugOrPath: string) => {
+  const base = getBasePath(); // "/" or "/ui/"
+  const rel = routeFor(slugOrPath).replace(/^\/+|\/+$/g, "");
+  return `${base}${rel}`;
+};
+
+const Sidebar2: React.FC<SidebarProps> = ({ accessToken, userRole, defaultSelectedKey, collapsed = false }) => {
+  const router = useRouter();
+  const pathname = usePathname() || "/";
+
+  // ----- Menu config (unchanged labels/icons; same appearance) -----
+  const menuItems: MenuItemCfg[] = [
+    { key: "1", page: "api-keys", label: "Virtual Keys", icon: <KeyOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "3",
+      page: "llm-playground",
+      label: "Test Key",
+      icon: <PlayCircleOutlined style={{ fontSize: 18 }} />,
+      roles: rolesWithWriteAccess,
+    },
+    {
+      key: "2",
+      page: "models",
+      label: "Models + Endpoints",
+      icon: <BlockOutlined style={{ fontSize: 18 }} />,
+      roles: rolesWithWriteAccess,
+    },
+    {
+      key: "12",
+      page: "new_usage",
+      label: "Usage",
+      icon: <BarChartOutlined style={{ fontSize: 18 }} />,
+      roles: [...all_admin_roles, ...internalUserRoles],
+    },
+    { key: "6", page: "teams", label: "Teams", icon: <TeamOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "17",
+      page: "organizations",
+      label: "Organizations",
+      icon: <BankOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+    },
+    {
+      key: "5",
+      page: "users",
+      label: "Internal Users",
+      icon: <UserOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+    },
+    { key: "14", page: "api_ref", label: "API Reference", icon: <ApiOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "16",
+      page: "model-hub-table",
+      label: "Model Hub",
+      icon: <AppstoreOutlined style={{ fontSize: 18 }} />,
+    },
+    { key: "15", page: "logs", label: "Logs", icon: <LineChartOutlined style={{ fontSize: 18 }} /> },
+    {
+      key: "11",
+      page: "guardrails",
+      label: "Guardrails",
+      icon: <SafetyOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+    },
+    {
+      key: "26",
+      page: "tools",
+      label: "Tools",
+      icon: <ToolOutlined style={{ fontSize: 18 }} />,
+      children: [
+        { key: "18", page: "mcp-servers", label: "MCP Servers", icon: <ToolOutlined style={{ fontSize: 18 }} /> },
+        {
+          key: "21",
+          page: "vector-stores",
+          label: "Vector Stores",
+          icon: <DatabaseOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+      ],
+    },
+    {
+      key: "experimental",
+      page: "experimental",
+      label: "Experimental",
+      icon: <ExperimentOutlined style={{ fontSize: 18 }} />,
+      children: [
+        {
+          key: "9",
+          page: "caching",
+          label: "Caching",
+          icon: <DatabaseOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "25",
+          page: "prompts",
+          label: "Prompts",
+          icon: <FileTextOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "10",
+          page: "budgets",
+          label: "Budgets",
+          icon: <BankOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "20",
+          page: "transform-request",
+          label: "API Playground",
+          icon: <ApiOutlined style={{ fontSize: 18 }} />,
+          roles: [...all_admin_roles, ...internalUserRoles],
+        },
+        {
+          key: "19",
+          page: "tag-management",
+          label: "Tag Management",
+          icon: <TagsOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        { key: "4", page: "usage", label: "Old Usage", icon: <BarChartOutlined style={{ fontSize: 18 }} /> },
+      ],
+    },
+    {
+      key: "settings",
+      page: "settings",
+      label: "Settings",
+      icon: <SettingOutlined style={{ fontSize: 18 }} />,
+      roles: all_admin_roles,
+      children: [
+        {
+          key: "11",
+          page: "general-settings",
+          label: "Router Settings",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "8",
+          page: "settings",
+          label: "Logging & Alerts",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "13",
+          page: "admin-panel",
+          label: "Admin Settings",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "14",
+          page: "ui-theme",
+          label: "UI Theme",
+          icon: <SettingOutlined style={{ fontSize: 18 }} />,
+          roles: all_admin_roles,
+        },
+      ],
+    },
+  ];
+
+  // ----- Filter by role without mutating originals -----
+  const filteredMenuItems = React.useMemo<MenuItemCfg[]>(() => {
+    return menuItems
+      .filter((item) => !item.roles || item.roles.includes(userRole))
+      .map((item) => ({
+        ...item,
+        children: item.children ? item.children.filter((c) => !c.roles || c.roles.includes(userRole)) : undefined,
+      }));
+  }, [userRole]);
+
+  // ----- Compute selected key from current path -----
+  const selectedMenuKey = React.useMemo(() => {
+    const base = getBasePath();
+    // strip base prefix and leading slash -> "virtual-keys", "tools/mcp-servers", etc.
+    const rel = pathname.startsWith(base) ? pathname.slice(base.length) : pathname.replace(/^\/+/, "");
+    const relLower = rel.toLowerCase();
+
+    const matchesPath = (slug: string) => {
+      const route = routeFor(slug).toLowerCase();
+      return relLower === route || relLower.startsWith(`${route}/`);
+    };
+
+    // search top-level
+    for (const item of filteredMenuItems) {
+      if (!item.children && matchesPath(item.page)) return item.key;
+      if (item.children) {
+        for (const child of item.children) {
+          if (matchesPath(child.page)) return child.key;
+        }
+      }
+    }
+
+    // fallback to legacy defaultSelectedKey mapping
+    const fallback = filteredMenuItems.find((i) => i.page === defaultSelectedKey)?.key;
+    if (fallback) return fallback;
+
+    for (const item of filteredMenuItems) {
+      if (item.children?.some((c) => c.page === defaultSelectedKey)) {
+        const child = item.children.find((c) => c.page === defaultSelectedKey)!;
+        return child.key;
+      }
+    }
+
+    return "1";
+  }, [pathname, filteredMenuItems, defaultSelectedKey]);
+
+  // ----- Navigation -----
+  const goTo = (slug: string) => {
+    const href = toHref(slug);
+    router.push(href);
+  };
+
+  return (
+    <Layout style={{ minHeight: "100vh" }}>
+      <Sider
+        theme="light"
+        width={220}
+        collapsed={collapsed}
+        collapsedWidth={80}
+        collapsible
+        trigger={null}
+        style={{
+          transition: "all 0.3s cubic-bezier(0.4, 0, 0.2, 1)",
+          position: "relative",
+        }}
+      >
+        <ConfigProvider
+          theme={{
+            components: {
+              Menu: {
+                iconSize: 18,
+                fontSize: 14,
+              },
+            },
+          }}
+        >
+          <Menu
+            mode="inline"
+            selectedKeys={[selectedMenuKey]}
+            defaultOpenKeys={collapsed ? [] : ["llm-tools"]} // kept to preserve original appearance
+            inlineCollapsed={collapsed}
+            className="custom-sidebar-menu"
+            style={{
+              borderRight: 0,
+              backgroundColor: "transparent",
+              fontSize: "14px",
+            }}
+            items={filteredMenuItems.map((item) => ({
+              key: item.key,
+              icon: item.icon,
+              label: item.label,
+              children: item.children?.map((child) => ({
+                key: child.key,
+                icon: child.icon,
+                label: child.label,
+                onClick: () => goTo(child.page),
+              })),
+              onClick: !item.children ? () => goTo(item.page) : undefined,
+            }))}
+          />
+        </ConfigProvider>
+        {isAdminRole(userRole) && !collapsed && <UsageIndicator accessToken={accessToken} width={220} />}
+      </Sider>
+    </Layout>
+  );
+};
+
+export default Sidebar2;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx b/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx
new file mode 100644
index 0000000000..cb7f0f1a32
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/components/SidebarProvider.tsx
@@ -0,0 +1,29 @@
+import useFeatureFlags from "@/hooks/useFeatureFlags";
+import Sidebar from "@/components/leftnav";
+import Sidebar2 from "@/app/(dashboard)/components/Sidebar2";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+interface SidebarProviderProps {
+  defaultSelectedKey: string;
+  setPage: (newPage: string) => void;
+  sidebarCollapsed: boolean;
+}
+
+const SidebarProvider = ({ setPage, defaultSelectedKey, sidebarCollapsed }: SidebarProviderProps) => {
+  const { refactoredUIFlag } = useFeatureFlags();
+  const { accessToken, userRole } = useAuthorized();
+
+  return refactoredUIFlag ? (
+    <Sidebar2 accessToken={accessToken} defaultSelectedKey={defaultSelectedKey} userRole={userRole} />
+  ) : (
+    <Sidebar
+      accessToken={accessToken}
+      setPage={setPage}
+      userRole={userRole}
+      defaultSelectedKey={defaultSelectedKey}
+      collapsed={sidebarCollapsed}
+    />
+  );
+};
+
+export default SidebarProvider;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/api-playground/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/api-playground/page.tsx
new file mode 100644
index 0000000000..0948b7626d
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/api-playground/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import TransformRequestPanel from "@/components/transform_request";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const APIPlaygroundPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <TransformRequestPanel accessToken={accessToken} />;
+};
+
+export default APIPlaygroundPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/budgets/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/budgets/page.tsx
new file mode 100644
index 0000000000..e49bd342c0
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/budgets/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import BudgetPanel from "@/components/budgets/budget_panel";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const BudgetsPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <BudgetPanel accessToken={accessToken} />;
+};
+
+export default BudgetsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/caching/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/caching/page.tsx
new file mode 100644
index 0000000000..6dcbcdc697
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/caching/page.tsx
@@ -0,0 +1,20 @@
+"use client";
+
+import CacheDashboard from "@/components/cache_dashboard";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const CachingPage = () => {
+  const { token, accessToken, userRole, userId, premiumUser } = useAuthorized();
+
+  return (
+    <CacheDashboard
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default CachingPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/old-usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/old-usage/page.tsx
new file mode 100644
index 0000000000..9521f4f69f
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/old-usage/page.tsx
@@ -0,0 +1,23 @@
+"use client";
+
+import Usage from "@/components/usage";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useState } from "react";
+
+const OldUsagePage = () => {
+  const { accessToken, token, userRole, userId, premiumUser } = useAuthorized();
+  const [keys, setKeys] = useState<null | any[]>([]);
+
+  return (
+    <Usage
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      keys={keys}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default OldUsagePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/prompts/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/prompts/page.tsx
new file mode 100644
index 0000000000..0836a03b7e
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/prompts/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import PromptsPanel from "@/components/prompts";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const PromptsPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <PromptsPanel accessToken={accessToken} />;
+};
+
+export default PromptsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/experimental/tag-management/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/experimental/tag-management/page.tsx
new file mode 100644
index 0000000000..0e686387b3
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/experimental/tag-management/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import TagManagement from "@/components/tag_management";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const TagManagementPage = () => {
+  const { accessToken, userId, userRole } = useAuthorized();
+
+  return <TagManagement accessToken={accessToken} userID={userId} userRole={userRole} />;
+};
+
+export default TagManagementPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
new file mode 100644
index 0000000000..50cee215eb
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import GuardrailsPanel from "@/components/guardrails";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const GuardrailsPage = () => {
+  const { accessToken } = useAuthorized();
+
+  return <GuardrailsPanel accessToken={accessToken} />;
+};
+
+export default GuardrailsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts
new file mode 100644
index 0000000000..435000f9c8
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useAuthorized.ts
@@ -0,0 +1,45 @@
+"use client";
+
+import { useEffect, useMemo } from "react";
+import { useRouter } from "next/navigation";
+import { jwtDecode } from "jwt-decode";
+import { clearTokenCookies, getCookie } from "@/utils/cookieUtils";
+
+const useAuthorized = () => {
+  const router = useRouter();
+
+  const token = typeof document !== "undefined" ? getCookie("token") : null;
+
+  // Redirect after mount if missing/invalid token
+  useEffect(() => {
+    if (!token) {
+      router.replace("/sso/key/generate");
+    }
+  }, [token, router]);
+
+  // Decode safely
+  const decoded = useMemo(() => {
+    if (!token) return null;
+    try {
+      return jwtDecode(token) as Record<string, any>;
+    } catch {
+      // Bad token in cookie — clear and bounce
+      clearTokenCookies();
+      router.replace("/sso/key/generate");
+      return null;
+    }
+  }, [token, router]);
+
+  return {
+    token: token,
+    accessToken: decoded?.key ?? null,
+    userId: decoded?.user_id ?? null,
+    userEmail: decoded?.user_email ?? null,
+    userRole: decoded?.user_role ?? null,
+    premiumUser: decoded?.premium_user ?? null,
+    disabledPersonalKeyCreation: decoded?.disabled_non_admin_personal_key_creation ?? null,
+    showSSOBanner: decoded?.login_method === "username_password" ?? false,
+  };
+};
+
+export default useAuthorized;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/useTeams.tsx b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useTeams.tsx
new file mode 100644
index 0000000000..64cbf624f9
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/useTeams.tsx
@@ -0,0 +1,20 @@
+import { useEffect, useState } from "react";
+import { Team } from "@/components/key_team_helpers/key_list";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { fetchTeams } from "@/app/(dashboard)/networking";
+
+const useTeams = () => {
+  const [teams, setTeams] = useState<Team[] | null>([]);
+  const { accessToken, userId: userID, userRole } = useAuthorized();
+
+  useEffect(() => {
+    (async () => {
+      const fetched = await fetchTeams(accessToken, userID, userRole, null);
+      setTeams(fetched);
+    })();
+  }, [accessToken, userID, userRole]);
+
+  return { teams, setTeams };
+};
+
+export default useTeams;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
new file mode 100644
index 0000000000..68ab361356
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/layout.tsx
@@ -0,0 +1,73 @@
+"use client";
+
+import React, { useEffect, useState } from "react";
+import Navbar from "@/components/navbar";
+import { ThemeProvider } from "@/contexts/ThemeContext";
+import Sidebar2 from "@/app/(dashboard)/components/Sidebar2";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useRouter, useSearchParams } from "next/navigation";
+
+/** ---- BASE URL HELPERS ---- */
+function normalizeBasePrefix(raw: string | undefined | null): string {
+  const trimmed = (raw ?? "").trim();
+  if (!trimmed) return "";
+  const core = trimmed.replace(/^\/+/, "").replace(/\/+$/, "");
+  return core ? `/${core}/` : "/";
+}
+const BASE_PREFIX = normalizeBasePrefix(process.env.NEXT_PUBLIC_BASE_URL);
+function withBase(path: string): string {
+  const body = path.startsWith("/") ? path.slice(1) : path;
+  const combined = `${BASE_PREFIX}${body}`;
+  return combined.startsWith("/") ? combined : `/${combined}`;
+}
+/** -------------------------------- */
+
+export default function Layout({ children }: { children: React.ReactNode }) {
+  const router = useRouter();
+  const searchParams = useSearchParams();
+  const { accessToken, userRole } = useAuthorized();
+  const [sidebarCollapsed, setSidebarCollapsed] = React.useState(false);
+  const [page, setPage] = useState(() => {
+    return searchParams.get("page") || "api-keys";
+  });
+
+  const updatePage = (newPage: string) => {
+    const newSearchParams = new URLSearchParams(searchParams);
+    newSearchParams.set("page", newPage);
+    router.push(withBase(`/?${newSearchParams.toString()}`)); // always under BASE
+    setPage(newPage);
+  };
+
+  useEffect(() => {
+    setPage(searchParams.get("page") || "api-keys");
+  }, [searchParams]);
+
+  const toggleSidebar = () => setSidebarCollapsed((v) => !v);
+
+  return (
+    <ThemeProvider accessToken={""}>
+      <div className="flex flex-col min-h-screen">
+        <Navbar
+          isPublicPage={false}
+          sidebarCollapsed={sidebarCollapsed}
+          onToggleSidebar={toggleSidebar}
+          userID={null}
+          userEmail={null}
+          userRole={null}
+          premiumUser={false}
+          proxySettings={undefined}
+          setProxySettings={function (value: any): void {
+            throw new Error("Function not implemented.");
+          }}
+          accessToken={null}
+        />
+        <div className="flex flex-1 overflow-auto">
+          <div className="mt-2">
+            <Sidebar2 defaultSelectedKey={page} accessToken={accessToken} userRole={userRole} />
+          </div>
+          <main className="flex-1">{children}</main>
+        </div>
+      </div>
+    </ThemeProvider>
+  );
+}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/logs/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/logs/page.tsx
new file mode 100644
index 0000000000..b04a12e230
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/logs/page.tsx
@@ -0,0 +1,28 @@
+"use client";
+
+import SpendLogsTable from "@/components/view_logs";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+
+const LogsPage = () => {
+  const { accessToken, token, userRole, userId, premiumUser } = useAuthorized();
+  const { teams } = useTeams();
+
+  const queryClient = new QueryClient();
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <SpendLogsTable
+        accessToken={accessToken}
+        token={token}
+        userRole={userRole}
+        userID={userId}
+        allTeams={teams || []}
+        premiumUser={premiumUser}
+      />
+    </QueryClientProvider>
+  );
+};
+
+export default LogsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/model-hub/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/model-hub/page.tsx
new file mode 100644
index 0000000000..86967b660f
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/model-hub/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import ModelHubTable from "@/components/model_hub_table";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const ModelHubPage = () => {
+  const { accessToken, premiumUser, userRole } = useAuthorized();
+
+  return <ModelHubTable accessToken={accessToken} publicPage={false} premiumUser={premiumUser} userRole={userRole} />;
+};
+
+export default ModelHubPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx
new file mode 100644
index 0000000000..b661e4de3e
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx
@@ -0,0 +1,29 @@
+"use client";
+
+import ModelDashboard from "@/components/templates/model_dashboard";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { useState } from "react";
+
+const ModelsAndEndpointsPage = () => {
+  const { token, accessToken, userRole, userId, premiumUser } = useAuthorized();
+  const [keys, setKeys] = useState<null | any[]>([]);
+
+  const { teams } = useTeams();
+
+  return (
+    <ModelDashboard
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      modelData={{ data: [] }}
+      keys={keys}
+      setModelData={() => {}}
+      premiumUser={premiumUser}
+      teams={teams}
+    />
+  );
+};
+
+export default ModelsAndEndpointsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/networking.ts b/ui/litellm-dashboard/src/app/(dashboard)/networking.ts
new file mode 100644
index 0000000000..7fb09d61a5
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/networking.ts
@@ -0,0 +1,17 @@
+import { Organization, teamListCall } from "@/components/networking";
+
+export const fetchTeams = async (
+  accessToken: string,
+  userID: string | null,
+  userRole: string | null,
+  currentOrg: Organization | null,
+) => {
+  let givenTeams;
+  if (userRole != "Admin" && userRole != "Admin Viewer") {
+    givenTeams = await teamListCall(accessToken, currentOrg?.organization_id || null, userID);
+  } else {
+    givenTeams = await teamListCall(accessToken, currentOrg?.organization_id || null);
+  }
+
+  return givenTeams;
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx
new file mode 100644
index 0000000000..6112fac316
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/organizations/page.tsx
@@ -0,0 +1,34 @@
+"use client";
+
+import Organizations, { fetchOrganizations } from "@/components/organizations";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useEffect, useState } from "react";
+import { Organization } from "@/components/networking";
+import { fetchUserModels } from "@/components/organisms/create_key_button";
+
+const OrganizationsPage = () => {
+  const { userId: userID, accessToken, userRole, premiumUser } = useAuthorized();
+  const [organizations, setOrganizations] = useState<Organization[]>([]);
+  const [userModels, setUserModels] = useState<string[]>([]);
+
+  useEffect(() => {
+    fetchOrganizations(accessToken, setOrganizations).then(() => {});
+  }, [accessToken]);
+
+  useEffect(() => {
+    fetchUserModels(userID, userRole, accessToken, setUserModels).then(() => {});
+  }, [userID, userRole, accessToken]);
+
+  return (
+    <Organizations
+      organizations={organizations}
+      userRole={userRole}
+      userModels={userModels}
+      accessToken={accessToken}
+      setOrganizations={setOrganizations}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default OrganizationsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/admin-settings/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/admin-settings/page.tsx
new file mode 100644
index 0000000000..c99242f0c3
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/admin-settings/page.tsx
@@ -0,0 +1,29 @@
+"use client";
+
+import AdminPanel from "@/components/admins";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { useState } from "react";
+import { Team } from "@/components/key_team_helpers/key_list";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+
+const AdminSettings = () => {
+  const { teams, setTeams } = useTeams();
+
+  const [searchParams, setSearchParams] = useState<URLSearchParams>(() =>
+    typeof window === "undefined" ? new URLSearchParams() : new URLSearchParams(window.location.search),
+  );
+  const { accessToken, userId, premiumUser, showSSOBanner } = useAuthorized();
+
+  return (
+    <AdminPanel
+      searchParams={searchParams}
+      accessToken={accessToken}
+      userID={userId}
+      setTeams={setTeams}
+      showSSOBanner={showSSOBanner}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default AdminSettings;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/logging-and-alerts/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/logging-and-alerts/page.tsx
new file mode 100644
index 0000000000..b13e3c42f9
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/logging-and-alerts/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import Settings from "@/components/settings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const LoggingAndAlertsPage = () => {
+  const { accessToken, userRole, userId, premiumUser } = useAuthorized();
+
+  return <Settings accessToken={accessToken} userRole={userRole} userID={userId} premiumUser={premiumUser} />;
+};
+
+export default LoggingAndAlertsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/router-settings/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/router-settings/page.tsx
new file mode 100644
index 0000000000..2b5463cd81
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/router-settings/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import GeneralSettings from "@/components/general_settings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const RouterSettingsPage = () => {
+  const { accessToken, userRole, userId } = useAuthorized();
+
+  return <GeneralSettings accessToken={accessToken} userRole={userRole} userID={userId} modelData={{}} />;
+};
+
+export default RouterSettingsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/settings/ui-theme/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/settings/ui-theme/page.tsx
new file mode 100644
index 0000000000..c6826cf11d
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/settings/ui-theme/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import UIThemeSettings from "@/components/ui_theme_settings";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const UIThemePage = () => {
+  const { userId, userRole, accessToken } = useAuthorized();
+
+  return <UIThemeSettings userID={userId} userRole={userRole} accessToken={accessToken} />;
+};
+
+export default UIThemePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/teams/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/teams/page.tsx
new file mode 100644
index 0000000000..42e6d250ee
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/teams/page.tsx
@@ -0,0 +1,35 @@
+"use client";
+
+import Teams from "@/components/teams";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { useEffect, useState } from "react";
+import { Organization } from "@/components/networking";
+import { fetchOrganizations } from "@/components/organizations";
+
+const TeamsPage = () => {
+  const { accessToken, userId, userRole } = useAuthorized();
+  const { teams, setTeams } = useTeams();
+  const [searchParams, setSearchParams] = useState<URLSearchParams>(() =>
+    typeof window === "undefined" ? new URLSearchParams() : new URLSearchParams(window.location.search),
+  );
+  const [organizations, setOrganizations] = useState<Organization[]>([]);
+
+  useEffect(() => {
+    fetchOrganizations(accessToken, setOrganizations).then(() => {});
+  }, [accessToken]);
+
+  return (
+    <Teams
+      teams={teams}
+      searchParams={searchParams}
+      accessToken={accessToken}
+      setTeams={setTeams}
+      userID={userId}
+      userRole={userRole}
+      organizations={organizations}
+    />
+  );
+};
+
+export default TeamsPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/test-key/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/test-key/page.tsx
new file mode 100644
index 0000000000..6324f3c555
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/test-key/page.tsx
@@ -0,0 +1,20 @@
+"use client";
+
+import ChatUI from "@/components/chat_ui/ChatUI";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const TestKeyPage = () => {
+  const { token, accessToken, userRole, userId, disabledPersonalKeyCreation } = useAuthorized();
+
+  return (
+    <ChatUI
+      accessToken={accessToken}
+      token={token}
+      userRole={userRole}
+      userID={userId}
+      disabledPersonalKeyCreation={disabledPersonalKeyCreation}
+    />
+  );
+};
+
+export default TestKeyPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tools/mcp-servers/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tools/mcp-servers/page.tsx
new file mode 100644
index 0000000000..1bea7ac74a
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tools/mcp-servers/page.tsx
@@ -0,0 +1,19 @@
+"use client";
+
+import { MCPServers } from "@/components/mcp_tools";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+
+const MCPServersPage = () => {
+  const { accessToken, userRole, userId } = useAuthorized();
+
+  const queryClient = new QueryClient();
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <MCPServers accessToken={accessToken} userRole={userRole} userID={userId} />
+    </QueryClientProvider>
+  );
+};
+
+export default MCPServersPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tools/vector-stores/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tools/vector-stores/page.tsx
new file mode 100644
index 0000000000..8516a0faa1
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tools/vector-stores/page.tsx
@@ -0,0 +1,12 @@
+"use client";
+
+import VectorStoreManagement from "@/components/vector_store_management";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+const VectorStoresPage = () => {
+  const { accessToken, userId, userRole } = useAuthorized();
+
+  return <VectorStoreManagement accessToken={accessToken} userID={userId} userRole={userRole} />;
+};
+
+export default VectorStoresPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
new file mode 100644
index 0000000000..e4b44e5a45
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
@@ -0,0 +1,22 @@
+"use client";
+
+import NewUsagePage from "@/components/new_usage";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+
+const UsagePage = () => {
+  const { accessToken, userRole, userId, premiumUser } = useAuthorized();
+  const { teams } = useTeams();
+
+  return (
+    <NewUsagePage
+      accessToken={accessToken}
+      userRole={userRole}
+      userID={userId}
+      teams={teams ?? []}
+      premiumUser={premiumUser}
+    />
+  );
+};
+
+export default UsagePage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/page.tsx
new file mode 100644
index 0000000000..7cf401873d
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/page.tsx
@@ -0,0 +1,31 @@
+"use client";
+
+import ViewUserDashboard from "@/components/view_users";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { useState } from "react";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+
+const UsersPage = () => {
+  const { accessToken, userRole, userId, token } = useAuthorized();
+  const [keys, setKeys] = useState<null | any[]>([]);
+
+  const { teams } = useTeams();
+  const queryClient = new QueryClient();
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <ViewUserDashboard
+        accessToken={accessToken}
+        token={token}
+        keys={keys}
+        userRole={userRole}
+        userID={userId}
+        teams={teams as any}
+        setKeys={setKeys}
+      />
+    </QueryClientProvider>
+  );
+};
+
+export default UsersPage;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/virtual-keys/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/virtual-keys/page.tsx
new file mode 100644
index 0000000000..56f780b296
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/virtual-keys/page.tsx
@@ -0,0 +1,52 @@
+"use client";
+
+import { useState } from "react";
+import useKeyList, { KeyResponse } from "@/components/key_team_helpers/key_list";
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import UserDashboard from "@/components/user_dashboard";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
+import { Organization } from "@/components/networking";
+
+const VirtualKeysPage = () => {
+  const { accessToken, userRole, userId, premiumUser, userEmail } = useAuthorized();
+  const { teams, setTeams } = useTeams();
+  const [createClicked, setCreateClicked] = useState<boolean>(false);
+  const [organizations, setOrganizations] = useState<Organization[]>([]);
+
+  const queryClient = new QueryClient();
+
+  const { keys, isLoading, error, pagination, refresh, setKeys } = useKeyList({
+    selectedKeyAlias: null,
+    currentOrg: null,
+    accessToken: accessToken || "",
+    createClicked,
+  });
+
+  const addKey = (data: any) => {
+    setKeys((prevData) => (prevData ? [...prevData, data] : [data]));
+    setCreateClicked(() => !createClicked);
+  };
+
+  return (
+    <QueryClientProvider client={queryClient}>
+      <UserDashboard
+        userID={userId}
+        userRole={userRole}
+        userEmail={userEmail}
+        teams={teams}
+        keys={keys}
+        setUserRole={() => {}}
+        setUserEmail={() => {}}
+        setTeams={setTeams}
+        setKeys={setKeys}
+        premiumUser={premiumUser}
+        organizations={organizations}
+        addKey={addKey}
+        createClicked={createClicked}
+      />
+    </QueryClientProvider>
+  );
+};
+
+export default VirtualKeysPage;
diff --git a/ui/litellm-dashboard/src/app/layout.tsx b/ui/litellm-dashboard/src/app/layout.tsx
index 95c485fe2f..9b6c027a56 100644
--- a/ui/litellm-dashboard/src/app/layout.tsx
+++ b/ui/litellm-dashboard/src/app/layout.tsx
@@ -1,6 +1,7 @@
 import type { Metadata } from "next";
 import { Inter } from "next/font/google";
 import "./globals.css";
+import { FeatureFlagsProvider } from "@/hooks/useFeatureFlags";
 
 const inter = Inter({ subsets: ["latin"] });
 
@@ -17,7 +18,12 @@ export default function RootLayout({
 }>) {
   return (
     <html lang="en">
-      <body className={inter.className}>{children}</body>
+
+        <body className={inter.className}>
+          <FeatureFlagsProvider>
+            {children}
+          </FeatureFlagsProvider>
+        </body>
     </html>
   );
 }
diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index b300060926..cefa680fc8 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -23,7 +23,6 @@ import ModelHubTable from "@/components/model_hub_table";
 import NewUsagePage from "@/components/new_usage";
 import APIRef from "@/components/api_ref";
 import ChatUI from "@/components/chat_ui/ChatUI";
-import Sidebar from "@/components/leftnav";
 import Usage from "@/components/usage";
 import CacheDashboard from "@/components/cache_dashboard";
 import { getUiConfig, proxyBaseUrl, setGlobalLitellmHeaderName } from "@/components/networking";
@@ -39,6 +38,8 @@ import VectorStoreManagement from "@/components/vector_store_management";
 import UIThemeSettings from "@/components/ui_theme_settings";
 import { UiLoadingSpinner } from "@/components/ui/ui-loading-spinner";
 import { cx } from "@/lib/cva.config";
+import useFeatureFlags from "@/hooks/useFeatureFlags";
+import SidebarProvider from "@/app/(dashboard)/components/SidebarProvider";
 
 function getCookie(name: string) {
   // Safer cookie read + decoding; handles '=' inside values
@@ -140,6 +141,7 @@ export default function CreateKeyPage() {
   const [createClicked, setCreateClicked] = useState<boolean>(false);
   const [authLoading, setAuthLoading] = useState(true);
   const [userID, setUserID] = useState<string | null>(null);
+  const { refactoredUIFlag } = useFeatureFlags();
 
   const invitation_id = searchParams.get("invitation_id");
 
@@ -324,13 +326,7 @@ export default function CreateKeyPage() {
               />
               <div className="flex flex-1 overflow-auto">
                 <div className="mt-2">
-                  <Sidebar
-                    accessToken={accessToken}
-                    setPage={updatePage}
-                    userRole={userRole}
-                    defaultSelectedKey={page}
-                    collapsed={sidebarCollapsed}
-                  />
+                  <SidebarProvider setPage={updatePage} defaultSelectedKey={page} sidebarCollapsed={sidebarCollapsed} />
                 </div>
 
                 {page == "api-keys" ? (
diff --git a/ui/litellm-dashboard/src/components/navbar.tsx b/ui/litellm-dashboard/src/components/navbar.tsx
index 0764288057..37cb5a1228 100644
--- a/ui/litellm-dashboard/src/components/navbar.tsx
+++ b/ui/litellm-dashboard/src/components/navbar.tsx
@@ -1,7 +1,7 @@
 import Link from "next/link";
 import React, { useState, useEffect } from "react";
 import type { MenuProps } from "antd";
-import { Dropdown, Tooltip } from "antd";
+import { Dropdown, Tooltip, Switch } from "antd";
 import { getProxyBaseUrl, Organization } from "@/components/networking";
 import { defaultOrg } from "@/components/common_components/default_org";
 import {
@@ -19,6 +19,7 @@ import { clearTokenCookies } from "@/utils/cookieUtils";
 import { fetchProxySettings } from "@/utils/proxyUtils";
 import { useTheme } from "@/contexts/ThemeContext";
 import { clearMCPAuthTokens } from "./mcp_tools/mcp_auth_storage";
+import useFeatureFlags from "@/hooks/useFeatureFlags";
 
 interface NavbarProps {
   userID: string | null;
@@ -43,11 +44,12 @@ const Navbar: React.FC<NavbarProps> = ({
   accessToken,
   isPublicPage = false,
   sidebarCollapsed = false,
-  onToggleSidebar,
+  onToggleSidebar
 }) => {
   const baseUrl = getProxyBaseUrl();
   const [logoutUrl, setLogoutUrl] = useState("");
   const { logoUrl } = useTheme();
+  const { refactoredUIFlag, setRefactoredUIFlag } = useFeatureFlags();
 
   // Simple logo URL: use custom logo if available, otherwise default
   const imageUrl = logoUrl || `${baseUrl}/get_image`;
@@ -79,6 +81,8 @@ const Navbar: React.FC<NavbarProps> = ({
   const userItems: MenuProps["items"] = [
     {
       key: "user-info",
+      // Prevent dropdown from closing when interacting with the toggle
+      onClick: (info) => info.domEvent?.stopPropagation(),
       label: (
         <div className="px-3 py-3 border-b border-gray-100">
           <div className="flex items-center justify-between mb-3">
@@ -115,6 +119,18 @@ const Navbar: React.FC<NavbarProps> = ({
                 {userEmail || "Unknown"}
               </span>
             </div>
+
+            {/* NEW: Feature flag label + toggle below the email field */}
+            <div className="flex items-center text-sm pt-2 mt-2 border-t border-gray-100">
+              <span className="text-gray-500 text-xs">Refactored UI</span>
+              <Switch
+                className="ml-auto"
+                size="small"
+                checked={refactoredUIFlag}
+                onChange={(checked) => setRefactoredUIFlag(checked)}
+                aria-label="Toggle refactored UI feature flag"
+              />
+            </div>
           </div>
         </div>
       ),
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 5eb0eb0ad6..0316c25363 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -34,18 +34,34 @@ if (isLocal != true) {
   console.log = function () {};
 }
 
+const getWindowLocation = () => {
+  if (typeof window === "undefined") {
+    return null;
+  }
+  return window.location;
+};
+
 const updateProxyBaseUrl = (serverRootPath: string, receivedProxyBaseUrl: string | null = null) => {
   /**
    * Special function for updating the proxy base url. Should only be called by getUiConfig.
    */
-  const defaultProxyBaseUrl = isLocal ? "http://localhost:4000" : window.location.origin;
-  let initialProxyBaseUrl = receivedProxyBaseUrl || defaultProxyBaseUrl;
+  const browserLocation = getWindowLocation();
+  const resolvedDefaultProxyBaseUrl = isLocal ? "http://localhost:4000" : browserLocation?.origin ?? null;
+  let initialProxyBaseUrl = receivedProxyBaseUrl || resolvedDefaultProxyBaseUrl;
   console.log("proxyBaseUrl:", proxyBaseUrl);
   console.log("serverRootPath:", serverRootPath);
+
+  if (!initialProxyBaseUrl) {
+    proxyBaseUrl = proxyBaseUrl ?? null;
+    console.log("Updated proxyBaseUrl:", proxyBaseUrl);
+    return;
+  }
+
   if (serverRootPath.length > 0 && !initialProxyBaseUrl.endsWith(serverRootPath) && serverRootPath != "/") {
     initialProxyBaseUrl += serverRootPath;
-    proxyBaseUrl = initialProxyBaseUrl;
   }
+
+  proxyBaseUrl = initialProxyBaseUrl;
   console.log("Updated proxyBaseUrl:", proxyBaseUrl);
 };
 
@@ -54,7 +70,11 @@ const updateServerRootPath = (receivedServerRootPath: string) => {
 };
 
 export const getProxyBaseUrl = (): string => {
-  return proxyBaseUrl ? proxyBaseUrl : window.location.origin;
+  if (proxyBaseUrl) {
+    return proxyBaseUrl;
+  }
+  const browserLocation = getWindowLocation();
+  return browserLocation?.origin ?? "";
 };
 
 const HTTP_REQUEST = {
@@ -159,7 +179,10 @@ const handleError = async (errorData: string) => {
       NotificationsManager.info("UI Session Expired. Logging out.");
       lastErrorTime = currentTime;
       clearTokenCookies();
-      window.location.href = window.location.pathname;
+      const browserLocation = getWindowLocation();
+      if (browserLocation) {
+        window.location.href = browserLocation.pathname;
+      }
     }
     lastErrorTime = currentTime;
   } else {
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index 7a040c141b..b04d2e93aa 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -132,6 +132,13 @@ export const fetchUserModels = async (
   }
 };
 
+/**
+ * ─────────────────────────────────────────────────────────────────────────
+ * @deprecated
+ * This component is being DEPRECATED in favor of src/app/(dashboard)/virtual-keys/components/CreateKey.tsx
+ * Please contribute to the new refactor.
+ * ─────────────────────────────────────────────────────────────────────────
+ */
 const CreateKey: React.FC<CreateKeyProps> = ({
   userID,
   team,
diff --git a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
index 9f938b9bf2..e6ae7e6639 100644
--- a/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_info_view.tsx
@@ -47,6 +47,13 @@ interface KeyInfoViewProps {
   backButtonText?: string;
 }
 
+/**
+ * ─────────────────────────────────────────────────────────────────────────
+ * @deprecated
+ * This component is being DEPRECATED in favor of src/app/(dashboard)/virtual-keys/components/KeyInfoView.tsx
+ * Please contribute to the new refactor.
+ * ─────────────────────────────────────────────────────────────────────────
+ */
 export default function KeyInfoView({
   keyId,
   onClose,
diff --git a/ui/litellm-dashboard/src/components/templates/view_key_table.tsx b/ui/litellm-dashboard/src/components/templates/view_key_table.tsx
index bad8bdb983..86903d5553 100644
--- a/ui/litellm-dashboard/src/components/templates/view_key_table.tsx
+++ b/ui/litellm-dashboard/src/components/templates/view_key_table.tsx
@@ -90,7 +90,7 @@ interface ViewKeyTableProps {
   selectedTeam: Team | null;
   setSelectedTeam: React.Dispatch<React.SetStateAction<any | null>>;
   data: KeyResponse[] | null;
-  setData: React.Dispatch<React.SetStateAction<any[] | null>>;
+  setData: (keys: KeyResponse[]) => void;
   teams: Team[] | null;
   premiumUser: boolean;
   currentOrg: Organization | null;
diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx
index b6470e4952..4d98b37a8f 100644
--- a/ui/litellm-dashboard/src/components/user_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx
@@ -20,11 +20,12 @@ import ViewUserTeam from "./view_user_team";
 import DashboardTeam from "./dashboard_default_team";
 import Onboarding from "../app/onboarding/page";
 import { useSearchParams, useRouter } from "next/navigation";
-import { Team } from "./key_team_helpers/key_list";
+import { KeyResponse, Team } from "./key_team_helpers/key_list";
 import { jwtDecode } from "jwt-decode";
 import { Typography } from "antd";
 import { clearTokenCookies } from "@/utils/cookieUtils";
 import { clearMCPAuthTokens } from "./mcp_tools/mcp_auth_storage";
+import { Setter } from "@/types";
 
 export interface ProxySettings {
   PROXY_BASE_URL: string | null;
@@ -56,7 +57,7 @@ interface UserDashboardProps {
   setUserRole: React.Dispatch<React.SetStateAction<string>>;
   setUserEmail: React.Dispatch<React.SetStateAction<string | null>>;
   setTeams: React.Dispatch<React.SetStateAction<Team[] | null>>;
-  setKeys: React.Dispatch<React.SetStateAction<Object[] | null>>;
+  setKeys: (keys: KeyResponse[]) => void;
   premiumUser: boolean;
   organizations: Organization[] | null;
   addKey: (data: any) => void;
diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index 19479ce21a..7fcb7f54b8 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -30,6 +30,8 @@ import { updateExistingKeys } from "@/utils/dataUtils";
 import { useDebouncedState } from "@tanstack/react-pacer/debouncer";
 import { isAdminRole } from "@/utils/roles";
 import NotificationsManager from "./molecules/notifications_manager";
+import { Setter } from "@/types";
+import { KeyResponse } from "@/components/key_team_helpers/key_list";
 
 interface ViewUserDashboardProps {
   accessToken: string | null;
diff --git a/ui/litellm-dashboard/src/hooks/useFeatureFlags.tsx b/ui/litellm-dashboard/src/hooks/useFeatureFlags.tsx
new file mode 100644
index 0000000000..d3d676d2d2
--- /dev/null
+++ b/ui/litellm-dashboard/src/hooks/useFeatureFlags.tsx
@@ -0,0 +1,112 @@
+"use client";
+
+const getBasePath = () => {
+  const raw = process.env.NEXT_PUBLIC_BASE_URL ?? "";
+  const trimmed = raw.replace(/^\/+|\/+$/g, ""); // strip leading/trailing slashes
+  return trimmed ? `/${trimmed}/` : "/"; // ensure trailing slash
+};
+
+import React, { createContext, useContext, useEffect, useState } from "react";
+import { useRouter } from "next/navigation"; // ⟵ add this
+
+type Flags = {
+  refactoredUIFlag: boolean;
+  setRefactoredUIFlag: (v: boolean) => void;
+};
+
+const STORAGE_KEY = "feature.refactoredUIFlag";
+
+const FeatureFlagsCtx = createContext<Flags | null>(null);
+
+/** Safely read the flag from localStorage. If anything goes wrong, reset to false. */
+function readFlagSafely(): boolean {
+  try {
+    const raw = localStorage.getItem(STORAGE_KEY);
+    if (raw === null) {
+      localStorage.setItem(STORAGE_KEY, "false");
+      return false;
+    }
+
+    const v = raw.trim().toLowerCase();
+    if (v === "true" || v === "1") return true;
+    if (v === "false" || v === "0") return false;
+
+    // Last chance: try JSON.parse in case something odd was stored.
+    const parsed = JSON.parse(raw);
+    if (typeof parsed === "boolean") return parsed;
+
+    // Malformed → reset to false
+    localStorage.setItem(STORAGE_KEY, "false");
+    return false;
+  } catch {
+    // If even accessing localStorage throws, best effort reset then default to false
+    try {
+      localStorage.setItem(STORAGE_KEY, "false");
+    } catch {}
+    return false;
+  }
+}
+
+function writeFlagSafely(v: boolean) {
+  try {
+    localStorage.setItem(STORAGE_KEY, String(v));
+  } catch {
+    // Ignore write errors; state will still reflect the intended value.
+  }
+}
+
+export const FeatureFlagsProvider = ({ children }: { children: React.ReactNode }) => {
+  const router = useRouter(); // ⟵ add this
+
+  // Lazy init reads from localStorage only on the client
+  const [refactoredUIFlag, setRefactoredUIFlagState] = useState<boolean>(() => readFlagSafely());
+
+  const setRefactoredUIFlag = (v: boolean) => {
+    setRefactoredUIFlagState(v);
+    writeFlagSafely(v);
+  };
+
+  // Keep this flag in sync across tabs/windows.
+  useEffect(() => {
+    const onStorage = (e: StorageEvent) => {
+      if (e.key === STORAGE_KEY && e.newValue != null) {
+        const next = e.newValue.trim().toLowerCase();
+        setRefactoredUIFlagState(next === "true" || next === "1");
+      }
+      // If the key was cleared elsewhere, self-heal to false.
+      if (e.key === STORAGE_KEY && e.newValue === null) {
+        writeFlagSafely(false);
+        setRefactoredUIFlagState(false);
+      }
+    };
+    window.addEventListener("storage", onStorage);
+    return () => window.removeEventListener("storage", onStorage);
+  }, []);
+
+  // Redirect to base path the moment the flag is OFF.
+  useEffect(() => {
+    if (refactoredUIFlag) return; // only act when turned off
+
+    const base = getBasePath();
+    const normalize = (p: string) => (p.endsWith("/") ? p : p + "/");
+    const current = normalize(window.location.pathname);
+
+    // Avoid a redirect loop if we're already at the base path.
+    if (current !== base) {
+      // Replace so the "off" redirect doesn't pollute history.
+      router.replace(base);
+    }
+  }, [refactoredUIFlag, router]);
+
+  return (
+    <FeatureFlagsCtx.Provider value={{ refactoredUIFlag, setRefactoredUIFlag }}>{children}</FeatureFlagsCtx.Provider>
+  );
+};
+
+const useFeatureFlags = () => {
+  const ctx = useContext(FeatureFlagsCtx);
+  if (!ctx) throw new Error("useFeatureFlags must be used within FeatureFlagsProvider");
+  return ctx;
+};
+
+export default useFeatureFlags;
diff --git a/ui/litellm-dashboard/src/utils/cookieUtils.ts b/ui/litellm-dashboard/src/utils/cookieUtils.ts
index 2cc9ef61eb..23682fd6e8 100644
--- a/ui/litellm-dashboard/src/utils/cookieUtils.ts
+++ b/ui/litellm-dashboard/src/utils/cookieUtils.ts
@@ -6,6 +6,10 @@
  * Clears the token cookie from both root and /ui paths
  */
 export function clearTokenCookies() {
+  if (typeof window === "undefined" || typeof document === "undefined") {
+    return;
+  }
+
   // Get the current domain
   const domain = window.location.hostname;
 
@@ -37,6 +41,7 @@ export function clearTokenCookies() {
  * @returns The cookie value or null if not found
  */
 export function getCookie(name: string) {
+  if (typeof document === "undefined") return null;
   const cookieValue = document.cookie.split("; ").find((row) => row.startsWith(name + "="));
   return cookieValue ? cookieValue.split("=")[1] : null;
 }
diff --git a/ui/litellm-dashboard/src/utils/roles.ts b/ui/litellm-dashboard/src/utils/roles.ts
index aafeb010be..f542da105f 100644
--- a/ui/litellm-dashboard/src/utils/roles.ts
+++ b/ui/litellm-dashboard/src/utils/roles.ts
@@ -5,7 +5,7 @@ export const all_admin_roles = [...old_admin_roles, ...v2_admin_role_names];
 
 export const internalUserRoles = ["Internal User", "Internal Viewer"];
 export const rolesAllowedToSeeUsage = ["Admin", "Admin Viewer", "Internal User", "Internal Viewer"];
-export const rolesWithWriteAccess = ["Internal User", "Admin"];
+export const rolesWithWriteAccess = ["Internal User", "Admin", "proxy_admin"];
 
 // Helper function to check if a role is in all_admin_roles
 export const isAdminRole = (role: string): boolean => {