| # Demo: Phase 11 Intelligence — vote, prompt, distill, rollback |
| # Shows all 4 new commands + the upgraded mega-diagnose |
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| load "Qwen/Qwen3-VL-8B-Instruct" as base |
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| # Attach a chain-of-thought prompt (makes it think step by step) |
| prompt base "Think step by step before answering. Show your reasoning." |
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| # Mega diagnose: self-diagnosis + domain profiling + layer speed |
| diagnose base -> diagnosis_report.json |
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| # Merge in reasoning |
| merge "deepseek-ai/DeepSeek-R1-0528-Qwen3-8B" into base using transport strength 0.5 |
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| # Use majority voting on a hard question |
| vote base "What is 847 * 23? Show your work." samples 5 -> vote_result.json |
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| # Snapshot before training (so rollback works) |
| snapshot base |
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| # Train on weaknesses found by diagnose |
| train base on "gsm8k" using grpo steps 64 |
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| # Eval to check if training helped |
| eval base -> eval_after.json |
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| # If training made things worse, undo it |
| if eval_passed base { |
| commit base |
| } else { |
| rollback base |
| } |
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| # Create a fast student model for easy questions |
| distill base into "Qwen/Qwen3-1.7B" steps 100 -> student_model/ |
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