- dashboard: eval card now shows last run + score for all bench types
(classifier, LLM, style, plans) via new _get_recent_bench_runs()
- dashboard: skip cforch LLM-bench list summaries when scanning for
classifier best_macro_f1 (fixes _find_latest_classifier_bench)
- cforch: stale _BENCH_RUNNING flag now auto-resets if process exited;
idle timeout (120s via select) kills hung benchmark if node crashes
- api: add /api/finetune/{run,cancel} backward-compat shims while
ClassifierTab fine-tune section is migrated to TrainJobsView
- ClassifierTab: migrate all /api/benchmark/* paths to /api/cforch/*;
fix null-safety on results.models access; load fine-tuned models from
/api/train/results instead of /api/finetune/status
- CompareTab: extend model picker to include vllm + cf-text alongside
ollama, grouped by service; pre-select all LLM_SERVICES on load
- LlmEvalTab: null-safety on quality_by_task_type lookups
- models: AVOCET_MODELS_DIR env var overrides default models/ path
- GET /api/train/jobs now returns {"jobs":[...]} instead of bare array
- GET /api/train/results now returns {"results":[...]} instead of bare array
- POST /api/train/jobs body key renamed config -> config_json to match Pydantic model
- SSE log handler now handles 'progress' event type (backend never emits 'log')
- Dashboard _get_active_jobs() adds model_key to SELECT and return dict
- corrections.py docstring updated: both /api/corrections and /api/sft prefixes noted
- test_train.py assertions updated to unwrap new envelope shapes
