feat: 'Code City Apocalypse' Thematic Frontend Dashbord

[BleakNarratives]

This PR transforms the AIRTBench Streamlit dashboard into the "Code City Apocalypse" themed command center.

Key enhancements:

• Thematic UI/UX: Custom CSS implementation for a terminal-inspired, apocalyptic aesthetic (neon-green glow, scanlines, glitch effects).
• Narrative Error Mapping: Technical errors are now represented as "monsters" in a 'Digital Bestiary', adding depth to failure analysis.
• Enhanced Telemetry:
  • Real-time 'Emergency Ticker' for situational awareness.
  • Terminal-style 'System Logs' for granular event tracking.
  • 'District Status' sidebar for high-level city health monitoring.
• Improved Analytics:
  • Refactored model leaderboard to accurately track success rates across all active agents.
  • Logic updates to correctly identify 'Beacon Found' success events from both live and archived datasets.
• Robustness & Quality:
  • Comprehensive type hints and linting compliance (Mypy/Ruff).
  • Verified visual integrity across all tabs (Overview, Metrics, Fallout, Logs) using automated Playwright tests.

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PR created automatically by Jules for task 9446818386844749147 started by @BleakNarratives

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[gemini-code-assist]

Code Review

This pull request introduces several enhancements to the airtbench frontend, including a new 'System Logs' tab with a terminal-like log viewer, improved leaderboard metrics that account for all models, and visual updates to the digital bestiary. The code review feedback highlights several robust improvements: ensuring flag validation checks for non-empty strings rather than just non-null values, filtering out NaN values from the leaderboard model list, refining the timestamp parsing logic in the system logs to handle stringified numeric values, and preventing the display of literal 'nan' strings when model or challenge names are missing.

[BleakNarratives]

🤘