Delete server/__pycache__

Delete core/__pycache__

Delete baseline/__pycache__

Delete __pycache__

Update model references: Llama 3.3 70B → Llama 3.1 8B Instant, runtime 19.8min → ~10min

Update greedy baseline numbers from latest test_local run; recalculate lifts

Fix Logs: Updated both Log Outputs

Fix duplicate WebSocket log output; update benchmark numbers to latest run (avg 75.9%, ~10min)

Fix Env: Change Model

Fix Env: Change Model

Expose data_lag_days in CityObservation; remove fragile num_districts==6 inference

Reduce rollouts easy=2 medium=3 hard=3 — target ~15min runtime with buffer for judge overhead

Fix episodic memory: store relative district rank instead of absolute ID

Fixed project structure: Dockerfile path

Fix 8 issues spotted in code review: Dockerfile path, task descriptions, duplicate function, fallback score consistency, twin constants comment, has_data_lag docs

Remove Validation.py

Add OpenEnv pre-validation script

Update easy rollouts 3→2 everywhere: app.py scores, README

Cut easy rollouts 3→2 to stay under 20min; update GRPO scores; fill config/tasks.yaml

Fix All: Cleaned All Files

Fix project.scripts key: 'serve' → 'server' (OpenEnv validator requires this exact name)

Add uv.lock

Fix all hackathon validator errors: pyproject.toml deps+scripts, app.py main(), inference.py per-task rollouts

Update all dashboard tabs and README with actual test run numbers

Fix orphaned Phase 3 comment text rendering visibly on all tabs

Phase 2: replace live demo with static greedy + LLM+GRPO results from actual test runs

Fix Logs: Changed Output Logs to Text for both Dumb Greedy Agent and LLM+GRPO Agent

Fix Logs: Added Output Log for both Dumb Greedy Agent and LLM+GRPO Agent

Fix Test Local: Improved to Work Better

Fix Env: Changed Token

Fix easy task seed D0↔D1 so dumb greedy targets wrong district; fix signal thresholds

Remove smart greedy — benchmark is dumb greedy vs LLM+GRPO only, matching judging criteria

Phase 2 dashboard: 3 evals (greedy live + GRPO benchmark + variance check), comprehensive test_local.py

Fix Pylance reportInvalidStringEscapeSequence: replace regex \\b\\w with split/map capitalise

Rewrite app.py: 3-phase judge dashboard, /validate endpoint, live Phase 1 checks

Rewrite app.py: 3-phase judge dashboard, /validate endpoint, live Phase 1 checks

Fix Readme: Corrected Grader Percentages

Fix Readme: Corrected Grader Percentages

Fix Readme: Corrected Grader Percentages

Fix restriction auto-lift, density-weighted penalty, /info endpoint accuracy, updated README

Easy rollouts 2→3 for better score stability, still under 20min

Per-task rollouts: easy=2, medium=4, hard=4 — reduces runtime to ~16min

Reduce max_tokens 120→60 — agent uses ~32 tokens, no content affected

Fix Inference,Evaluator: Increased Rollouts to 4

Fix Inference,Env: Change Model

Fix grader weights hospital=0.40/containment=0.35, fix memory threshold in update_memory

Fix memory threshold, pre-compute lag estimates in hard prompt

Fix memory threshold, pre-compute lag estimates in hard prompt

Fix Inference,Env: Change Model

Fix Inference,Env: Change Model