Fetching metadata from the HF Docker repository...
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Delete server/__pycache__
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Update model references: Llama 3.3 70B → Llama 3.1 8B Instant, runtime 19.8min → ~10min
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Update greedy baseline numbers from latest test_local run; recalculate lifts
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Fix Logs: Updated both Log Outputs
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Fix duplicate WebSocket log output; update benchmark numbers to latest run (avg 75.9%, ~10min)
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Expose data_lag_days in CityObservation; remove fragile num_districts==6 inference
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Reduce rollouts easy=2 medium=3 hard=3 — target ~15min runtime with buffer for judge overhead
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Fix 8 issues spotted in code review: Dockerfile path, task descriptions, duplicate function, fallback score consistency, twin constants comment, has_data_lag docs
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Update easy rollouts 3→2 everywhere: app.py scores, README
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Fix All: Cleaned All Files
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Fix all hackathon validator errors: pyproject.toml deps+scripts, app.py main(), inference.py per-task rollouts
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Update all dashboard tabs and README with actual test run numbers
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Fix orphaned Phase 3 comment text rendering visibly on all tabs
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Phase 2: replace live demo with static greedy + LLM+GRPO results from actual test runs
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Fix Test Local: Improved to Work Better
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Fix Env: Changed Token
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Fix easy task seed D0↔D1 so dumb greedy targets wrong district; fix signal thresholds
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Remove smart greedy — benchmark is dumb greedy vs LLM+GRPO only, matching judging criteria
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Phase 2 dashboard: 3 evals (greedy live + GRPO benchmark + variance check), comprehensive test_local.py
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Fix Pylance reportInvalidStringEscapeSequence: replace regex \\b\\w with split/map capitalise
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Rewrite app.py: 3-phase judge dashboard, /validate endpoint, live Phase 1 checks
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Rewrite app.py: 3-phase judge dashboard, /validate endpoint, live Phase 1 checks
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Fix Readme: Corrected Grader Percentages
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Fix restriction auto-lift, density-weighted penalty, /info endpoint accuracy, updated README
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Fix grader weights hospital=0.40/containment=0.35, fix memory threshold in update_memory
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Raise medium seeds so hospital score reflects outbreak severity
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Fix: D0 seed above threshold, faster hospital drain, containment as primary metric
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Fix treatment/recovery calibration, hospital breach reward, efficiency grader, recalibrate seeds
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Fix realism: natural recovery in spread, hospital breach at 10%, linear spillover, correct prompt
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Lower spread to 0.08, fix efficiency grader to account for treatment reduction
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Swap grader weights: hospital=45% primary constraint, containment=30%, calibrate environment
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Lower spread rate to 0.09, fix medium seeds, teach focused allocation strategy
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Raise seeds to prevent premature termination on medium and hard
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Raise treatment reduction, lower medium/hard seeds, focus prompt strategy
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Fix speed score bug, restore partial resource replenishment, raise easy seed
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Fix resource replenishment, grader efficiency, seed calibration, prompt strategy
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Fix 1-step termination bug, fix done field in trajectory, recalibrate seeds
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Fix core environment solvability: add treatment reduction, calibrate seeds and spread rates, fix hospital grader denominator
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Professional judge dashboard with 5 tabs, live demo, grader breakdown, baseline scores
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Add interactive dashboard with live demo for judges
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Calibrate grader: soften hospital breach penalty, grace period for containment, fix speed score
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Add /grade endpoint, use real grader scores in evaluator
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Reduce hard max_steps to 15 to prevent WebSocket timeout
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Fix App tab HTML, remove broken iframe link
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Add root HTML endpoint for App tab display
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Add README.md
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Initial submission: Cascade Containment
