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Add early detection and graceful degradation when the model exhausts its iteration budget without producing a text response: - Inject 75% budget nudge telling model to start summarizing - Strip all tool schemas on final iteration to force text-only response - Adaptive web_fetch maxChars (60K→20K→10K) via iteration progress context - Bump DefaultMaxIterations 20→30 for web-research workloads