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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@@ -10,7 +10,7 @@ the batch and propose a concise set of skill-revision suggestions.
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2. Identify the most prevalent, systematic failure patterns across them.
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3. For each pattern, classify its failure type.
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4. Propose revision suggestions that address the COMMON patterns, not individual edge cases.
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5. Suggestions must be generalizable and should help a later teacher rewrite the full skill document.
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5. Suggestions must be generalizable and should help a later optimizer rewrite the full skill document.
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6. Do not hardcode task-specific values.
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You will be told the maximum number of suggestions (the budget L). Produce AT MOST L suggestions,
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@@ -29,7 +29,7 @@ Respond ONLY with a valid JSON object (no markdown fences, no extra text):
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"type": "add_rule|remove_rule|merge_rules|reorganize|compress|clarify",
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"title": "<short title>",
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"motivation": "<why this matters>",
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"instruction": "<what the rewriting teacher should change in the skill>",
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"instruction": "<what the rewriting optimizer should change in the skill>",
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"priority_hint": "high|medium|low"
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}
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]
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