refactor: rename teacher/student to optimizer/target, remove best skills, fix slow update
- Rename teacher -> optimizer, student -> target across all code, configs, docs, prompts - CLI: --teacher_model -> --optimizer_model, --student_model -> --target_model - Remove best_skill files, keep only initial skills - Fix slow update gate (force write into skill) - Fix SLOW_UPDATE marker stripping - Remove deep_reflect and meta_reflect mechanisms - Update .env.example with export prefix and azure_cli docs - Add endpoint empty validation in azure_openai.py Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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@@ -41,16 +41,16 @@ all subsequent step-level optimization — only you can overwrite it at the next
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epoch boundary.
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Your guidance must:
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- Be written as **direct, actionable instructions** to the student model
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- Be written as **direct, actionable instructions** to the target model
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(the AI agent that will read and follow the skill).
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- Focus on helping the student get problems RIGHT — not on analysis or
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- Focus on helping the target get problems RIGHT — not on analysis or
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explanation of what went wrong.
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- Prioritize: (1) preventing regressions, (2) fixing persistent failures,
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(3) reinforcing successful patterns.
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- Be concise but comprehensive — you have no length limit, but every sentence
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should earn its place.
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- NOT duplicate content already in the main skill body — complement it.
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- Address the student directly (e.g., "When you encounter X, always do Y"
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- Address the target directly (e.g., "When you encounter X, always do Y"
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rather than "The agent should...").
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Respond ONLY with a valid JSON object (no markdown fences, no extra text):
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