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>
This commit is contained in:
Cuzyoung
2026-05-24 19:15:03 +00:00
parent 6e165d5347
commit 4a1b984d87
70 changed files with 1083 additions and 2068 deletions
+3 -3
View File
@@ -41,16 +41,16 @@ all subsequent step-level optimization — only you can overwrite it at the next
epoch boundary.
Your guidance must:
- Be written as **direct, actionable instructions** to the student model
- Be written as **direct, actionable instructions** to the target model
(the AI agent that will read and follow the skill).
- Focus on helping the student get problems RIGHT — not on analysis or
- Focus on helping the target get problems RIGHT — not on analysis or
explanation of what went wrong.
- Prioritize: (1) preventing regressions, (2) fixing persistent failures,
(3) reinforcing successful patterns.
- Be concise but comprehensive — you have no length limit, but every sentence
should earn its place.
- NOT duplicate content already in the main skill body — complement it.
- Address the student directly (e.g., "When you encounter X, always do Y"
- Address the target directly (e.g., "When you encounter X, always do Y"
rather than "The agent should...").
Respond ONLY with a valid JSON object (no markdown fences, no extra text):