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
@@ -31,7 +31,7 @@ optimizer:
learning_rate: 4 # Max edits per step (edit budget)
lr_scheduler: cosine # cosine | linear | constant | autonomous
use_slow_update: true # Epoch-boundary momentum
use_meta_skill: true # Cross-epoch teacher memory
use_meta_skill: true # Cross-epoch optimizer memory
# ── Evaluation ───────────────────────────────────
evaluation:
@@ -41,5 +41,5 @@ evaluation:
# ── Model ────────────────────────────────────────
model:
backend: azure_openai # azure_openai | openai_chat | claude_code_exec | qwen
teacher: gpt-5.5
student: gpt-5.5
optimizer: gpt-4o
target: gpt-4o