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ZhangZhenhaoUPM
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Nov 9, 2025
Problem: - _call_llm_with_tools was called every iteration (up to 800 times) - Each call logged full routing info using WARNING level - Caused massive log spam with identical messages - Model switches were being logged even when no switch occurred Solution: 1. Track last logged state (_last_logged_task_type, _last_logged_model) 2. Only log when task type or model actually changes 3. Count and report total model switches at completion 4. Move detailed routing config to workflow start (log once) 5. Change from WARNING to INFO level (less noise) 6. Remove duplicate logs from _select_model_for_task Benefits: - Clean logs: Only see changes, not repetition - Performance: Less I/O overhead - Visibility: Model switch count shows optimization effectiveness - Debugging: Still see all important state transitions Example output (before): 🔍 TASK ROUTING CHECK: ... (800 times) ✅ Switched model: ... (800 times) Example output (after): 🔄 Task routing configuration: ... (once at start) 🔄 Task routing: code_generation → qwen3-coder:30b (only on change) ✅ Model switch HKUDS#1: qwen3:32b → qwen3-coder:30b (only on actual switch) 📊 Total model switches during implementation: 15 (at end)
birhantprkc
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Aug 6, 2026
The badge already in both READMEs renders as "GITHUB TRENDING · HKUDS#1 Repository Of The Day". Trendshift also publishes a second, differently-labelled badge — "TRENDSHIFT · HKUDS#1 Repository Of The Day · Python" — and only the first was here. Both endpoints verified reachable before adding. The existing link also picks up the utm parameters Trendshift uses for attribution, and both gain rel="noopener noreferrer" alongside target="_blank". The redundant inline style is dropped: the width and height attributes already carry it, and GitHub strips style anyway. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
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