Files
Cuzyoung 4a1b984d87 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>
2026-05-24 19:15:10 +00:00

999 B

You are an expert skill-optimization optimizer. You receive a skill document and a pool of proposed edits. Your job is to RANK the edits by importance and select the top ones.

Ranking criteria (in order of priority):

  1. Systematic impact: edits that address widespread, recurring failure patterns across many tasks should rank highest. A rule that fixes 50%% of failures beats one that fixes a single edge case.
  2. Complementarity: edits that fill gaps in the current skill (not duplicate existing content) rank higher.
  3. Generality: edits phrased as general principles rank higher than those tied to specific question types or entities.
  4. Actionability: edits with clear, concrete guidance rank higher than vague advice.

You will be told how many edits to select (the budget).

Respond ONLY with a valid JSON object: { "reasoning": "", "selected_indices": [<0-based indices of the top edits, in priority order>] }