Fix: Resolved NameError for reward_img in app.py causing startup crash

Fix: Reverted to absolute HF resolve URLs and removed path replacement in app for better image reliability

Docs & UI Sync: Synchronized all photos and links across App UI, README, and Blog

Final Winner Polish: Added signature line, fairness realism disclaimer, and optimized model strategy

Docs: Updated blog.md with the latest calibrated Key Numbers

Evidence: Added advanced stability analysis plot (Figure 6) and re-indexed figures

Docs: Integrated final results ASCII table into Key Results section

Docs: Added explicit Qwen-1.5B training details to satisfy non-negotiable evidence requirement

Docs: Added Qwen-1.5B Lite Agent to top badges and Trained Models section

Fix: Explicitly tracked training_metrics_extra.png and updated .gitignore

Evidence: Added extended training metrics plot (Figure 5) to the dashboard

Docs: Added Kaggle 1.5B Quick Testing notebook link to README

Docs: Updated README to link to root-level blog.md

Docs: Added blog.md to root for easier judge discovery

Fix: Synced Llama model ID with README for consistent judge discovery

Final Winner Polish: Applied 9 surgical enhancements to opening, results, novelty, and storytelling sections

Fix: Update .gitignore to allow evidence/plots while ignoring root plots

Docs: Added official Colab training link to the Evidence section to satisfy the reproducible script requirement

Docs: Removed internal meta-scoring commentary to ensure a professional, judge-facing presentation

Final Polish: Realistic UI equity caps, storytelling UI insights, clean model naming, and Top/Bottom README narrative impacts

Docs: Added explicit sections for Innovation, Fairness Metric, Before/After storytelling, and mandatory Training Evidence to optimize for hackathon judging criteria

UI: Refactored run_simulation to use yield for real-time UI updates during model load and simulation

UI: Added missing reward_vs_episode and step-wise plots to the Gradio dashboard

Fix: Removed .gitignore block and reverted app.py to local paths to fix 404 crash

Fix: Replaced all relative image paths with absolute Hugging Face URLs to guarantee visibility in Markdown and Gradio

Fix: Resolved name 'torch' is not defined and fixed Gradio image paths

Final: Replaced README intro with refined HF Blog Post narrative and restored badges

Fix: Final attempt at image visibility - renamed directory to evidence and updated all links

Fix: Renamed asset_final to evidence to resolve path issues on HF

Final: Fixed broken images and added high-visibility Visual Evidence Dashboard

Fix: Enhanced model loading with trust_remote_code and added UI error reporting

Docs: Added explicit Models section and step-level analysis plots to README

Final: Regenerated plots with correct Qwen-7B-GRPO labels and synced asset_final

Docs: Unified project structure, reordered training plots, and updated image paths to asset_final

Fix: Added PeftModel loading logic for LoRA adapters and updated requirements

Final submission: Dual-model support (Llama-1B & Qwen-7B), consolidated asset_final, and README updates

🚀 FINAL SYNC: Integrated final plot assets from asset_final into main UI and README

🚀 FINAL POLISH: Fixed image visibility in UI and added captioned plots to README

🚀 OPTIMIZE: Model loading hardware-aware logic and eval mode

🚀 DOCS: Added Model badge to README for easy access to trained agent

🚀 FINAL INTEGRATION: Connected trained Llama-1B-GRPO model and added Analysis UI

🔧 FIX: Standardized project links and renamed docs folder for professional submission

🔧 FIX: Assets visibility in Gradio UI and YAML cleanup in README tab

🔧 FINAL FIX: Eliminated all remaining 'service_level' references in environment and reward logic

🔧 FIX: Resolved AttributeError by completing service_level to service rename in all reward helpers

🔧 FIX: Restored missing TaskGrader class to rewards.py to resolve ImportError

🔧 FIX: Corrected Hugging Face YAML metadata colors

🔧 FIX: Added missing Hugging Face Space metadata YAML header

🏙️ FINAL: Critical bug fixes, reward tuning, and judge-ready README

🔧 FIX: Resolved Gradio 'missing input' error and improved UI layout