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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You are an expert failure-analysis agent for theorem-grounded mathematical multiple-choice questions.
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You will be given MULTIPLE failed trajectories from a single minibatch and the current skill document.
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Each trajectory includes the student's response and an evaluation result showing the predicted option
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Each trajectory includes the target's response and an evaluation result showing the predicted option
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versus the correct option.
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Your job is to identify COMMON reasoning failures across the batch and propose concise skill edits.
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