diff --git a/.github/review-prompt.md b/.github/review-prompt.md
index 4f91e5ff..c3b2ff9b 100644
--- a/.github/review-prompt.md
+++ b/.github/review-prompt.md
@@ -58,7 +58,8 @@ Use only the review contract in this file plus the generated scope and packet fi
 - Fill the structured fields only. The renderer owns the markdown layout.
 - Keep `summary` to plain prose only, ideally 2-4 sentences. Do not include the PR title, a separate verdict line, markdown tables, file inventories, or custom section headings there.
 - Keep `overallRationale` to 1 sentence.
-- Keep `what`, `why`, and `fix` concise plain text. Do not emit headings, tables, or fenced code blocks inside those fields.
+- Keep `title`, `what`, `why`, and `fix` concise plain text. Prefer 1 short sentence per field so the rendered review stays readable in expanded long-form format.
+- Do not emit headings, tables, or fenced code blocks inside `title`, `what`, `why`, or `fix`.
 - Use `snippets` only when a short literal excerpt materially clarifies a finding. Keep each snippet under 20 lines, and do not include markdown fences in `code`.
 - Use `securityChecklist` for concise review rows about security-sensitive checks. Provide at least 1 row, and use 2-5 when possible. `status` = `pass` | `fail` | `na`.
 - Use `ccsCompliance` for concise CCS-specific rule checks. Provide at least 1 row, and use 2-5 when possible. `status` = `pass` | `fail` | `na`.
diff --git a/scripts/github/normalize-ai-review-output.mjs b/scripts/github/normalize-ai-review-output.mjs
index 06d2436c..c1a6f30a 100644
--- a/scripts/github/normalize-ai-review-output.mjs
+++ b/scripts/github/normalize-ai-review-output.mjs
@@ -646,23 +646,21 @@ function renderFindingSnippets(snippets) {
   const lines = [];
   for (const snippet of snippets) {
     const label = snippet.label ? `Evidence: ${renderInlineText(snippet.label)}` : 'Evidence:';
-    lines.push('', `    ${label}`, '');
-    lines.push(
-      ...renderCodeBlock(snippet.code, snippet.language)
-        .split('\n')
-        .map((line) => `    ${line}`)
-    );
+    if (lines.length > 0) {
+      lines.push('');
+    }
+    lines.push(label, '', ...renderCodeBlock(snippet.code, snippet.language).split('\n'));
   }
 
   return lines;
 }
 
-function renderDetailsBlock(summary, bodyLines) {
+function renderSection(title, bodyLines) {
   if (!bodyLines.length) {
     return [];
   }
 
-  return ['', '<details>', `<summary>${escapeMarkdown(summary)}</summary>`, '', ...bodyLines, '', '</details>'];
+  return ['', title, '', ...bodyLines];
 }
 
 function renderFindingReference(finding) {
@@ -705,11 +703,12 @@ function renderDetailedFindings(findings) {
     if (scopedFindings.length === 0) continue;
 
     lines.push(`**${SEVERITY_SUMMARY_LABELS[severity]} (${scopedFindings.length})**`, '');
-    for (const finding of scopedFindings) {
-      lines.push(`- **${renderCode(renderFindingReference(finding))} — ${renderInlineText(finding.title)}**`);
-      lines.push(`  Problem: ${renderInlineText(finding.what)}`);
-      lines.push(`  Why it matters: ${renderInlineText(finding.why)}`);
-      lines.push(`  Suggested fix: ${renderInlineText(finding.fix)}`);
+    for (const [index, finding] of scopedFindings.entries()) {
+      lines.push(`#### ${index + 1}. ${renderInlineText(finding.title)}`);
+      lines.push(`- Location: ${renderCode(renderFindingReference(finding))}`);
+      lines.push(`- Impact: ${renderInlineText(finding.why)}`);
+      lines.push(`- Problem: ${renderInlineText(finding.what)}`);
+      lines.push(`- Fix: ${renderInlineText(finding.fix)}`);
       lines.push(...renderFindingSnippets(finding.snippets));
       lines.push('');
     }
@@ -738,21 +737,21 @@ export function renderStructuredReview(review, { model, rendering: renderOptions
   }
 
   lines.push('', '### Top Findings', '', ...renderTopFindings(review.findings));
-  lines.push(...renderDetailsBlock(`Full Findings (${review.findings.length})`, renderDetailedFindings(review.findings)));
+  lines.push(...renderSection(`### Detailed Findings (${review.findings.length})`, renderDetailedFindings(review.findings)));
   lines.push(
-    ...renderDetailsBlock(
-      `Security Checklist (${review.securityChecklist.length})`,
+    ...renderSection(
+      `### Security Checklist (${review.securityChecklist.length})`,
       renderChecklistTable('Check', 'check', review.securityChecklist)
     )
   );
   lines.push(
-    ...renderDetailsBlock(
-      `CCS Compliance (${review.ccsCompliance.length})`,
+    ...renderSection(
+      `### CCS Compliance (${review.ccsCompliance.length})`,
       renderChecklistTable('Rule', 'rule', review.ccsCompliance)
     )
   );
-  lines.push(...renderDetailsBlock(`Informational (${review.informational.length})`, renderBulletSection(review.informational)));
-  lines.push(...renderDetailsBlock(`What's Done Well (${review.strengths.length})`, renderBulletSection(review.strengths)));
+  lines.push(...renderSection(`### Informational (${review.informational.length})`, renderBulletSection(review.informational)));
+  lines.push(...renderSection(`### What's Done Well (${review.strengths.length})`, renderBulletSection(review.strengths)));
 
   lines.push(
     '',
diff --git a/tests/unit/scripts/github/normalize-ai-review-output.test.ts b/tests/unit/scripts/github/normalize-ai-review-output.test.ts
index c34d45e0..ffdde71a 100644
--- a/tests/unit/scripts/github/normalize-ai-review-output.test.ts
+++ b/tests/unit/scripts/github/normalize-ai-review-output.test.ts
@@ -57,16 +57,17 @@ describe('normalize-ai-review-output', () => {
     expect(markdown).toContain('### Verdict');
     expect(markdown).toContain('### Top Findings');
     expect(markdown).toContain('- 🔴 High `src/cliproxy/accounts/query.ts:61` — Ambiguous account lookup drops valid matches');
-    expect(markdown).toContain('<summary>Full Findings (1)</summary>');
-    expect(markdown).toContain('**`src/cliproxy/accounts/query.ts:61` — Ambiguous account lookup drops valid matches**');
-    expect(markdown).toContain('<summary>Security Checklist (1)</summary>');
+    expect(markdown).toContain('### Detailed Findings (1)');
+    expect(markdown).toContain('#### 1. Ambiguous account lookup drops valid matches');
+    expect(markdown).toContain('- Location: `src/cliproxy/accounts/query.ts:61`');
+    expect(markdown).toContain('### Security Checklist (1)');
     expect(markdown).toContain('| Injection safety | ✅ | No user-controlled input reaches a shell, SQL, or HTML boundary in this diff. |');
-    expect(markdown).toContain('<summary>CCS Compliance (1)</summary>');
+    expect(markdown).toContain('### CCS Compliance (1)');
     expect(markdown).toContain('| No emojis in CLI | N/A | This change affects GitHub PR comments only, not CLI stdout. |');
-    expect(markdown).toContain('<summary>Informational (1)</summary>');
-    expect(markdown).toContain("<summary>What's Done Well (1)</summary>");
+    expect(markdown).toContain('### Informational (1)');
+    expect(markdown).toContain("### What's Done Well (1)");
     expect(markdown).toContain('**❌ CHANGES REQUESTED**');
-    expect(markdown).toContain('Why it matters: That breaks normal selection flows for users with multiple Codex sessions.');
+    expect(markdown).toContain('Impact: That breaks normal selection flows for users with multiple Codex sessions.');
     expect(markdown).toContain('> 🤖 Reviewed by `glm-5-turbo`');
   });
 
@@ -452,10 +453,11 @@ describe('normalize-ai-review-output', () => {
 
       const markdown = fs.readFileSync(outputFile, 'utf8');
       expect(markdown).toContain('Summary with \\`code\\` and ## heading markers.');
-      expect(markdown).toContain('**`src/example.ts:9` — Title with \\`ticks\\`**');
+      expect(markdown).toContain('#### 1. Title with \\`ticks\\`');
+      expect(markdown).toContain('- Location: `src/example.ts:9`');
       expect(markdown).toContain('Problem: Problem text uses \\*\\*bold\\*\\* markers.');
-      expect(markdown).toContain('Why it matters: Why text uses \\[link\\] syntax.');
-      expect(markdown).toContain('Suggested fix: Fix text uses \\<html\\> markers.');
+      expect(markdown).toContain('Impact: Why text uses \\[link\\] syntax.');
+      expect(markdown).toContain('Fix: Fix text uses \\<html\\> markers.');
       expect(markdown).toContain('Notes with a pipe \\| still render safely in table cells.');
       expect(markdown).toContain('- Informational item with \\`inline code\\`.');
       expect(markdown).toContain('- Strength with \\*\\*bold\\*\\* markers.');
@@ -512,11 +514,11 @@ describe('normalize-ai-review-output', () => {
 
     expect(markdown).toContain('### Top Findings');
     expect(markdown).toContain('No confirmed issues found after reviewing the diff and surrounding code.');
-    expect(markdown).toContain('<summary>Security Checklist (1)</summary>');
+    expect(markdown).toContain('### Security Checklist (1)');
     expect(markdown).toContain(
       '| Injection safety | ✅ | No user-controlled data crosses a risky boundary in the reviewed diff. |'
     );
-    expect(markdown).toContain('<summary>CCS Compliance (1)</summary>');
+    expect(markdown).toContain('### CCS Compliance (1)');
     expect(markdown).toContain('| Help/docs alignment | N/A | No CLI behavior changed, so there was nothing to update. |');
     expect(markdown).toContain('**✅ APPROVED** — No confirmed regressions or missing verification remain.');
   });
@@ -548,9 +550,8 @@ describe('normalize-ai-review-output', () => {
     expect(validation.ok).toBe(true);
     const markdown = reviewOutput.renderStructuredReview(validation.value, { model: 'glm-5-turbo' });
 
-    expect(markdown).toContain(
-      '**`tests/unit/scripts/github/normalize-ai-review-output.test.ts` — Missing empty-state coverage**'
-    );
+    expect(markdown).toContain('#### 1. Missing empty-state coverage');
+    expect(markdown).toContain('- Location: `tests/unit/scripts/github/normalize-ai-review-output.test.ts`');
     expect(markdown).not.toContain('normalize-ai-review-output.test.ts:`');
   });
 
@@ -579,7 +580,7 @@ describe('normalize-ai-review-output', () => {
       { model: 'glm-5-turbo' }
     );
 
-    expect(markdown).toContain('**``src/weird`path.ts`` — Backtick-safe locations stay readable**');
+    expect(markdown).toContain('- Location: ``src/weird`path.ts``');
   });
 
   test('rejects empty checklist sections instead of synthesizing placeholder rows', () => {