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Enhance Simulator Scientific Accuracy and Scale#1

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Enhance Simulator Scientific Accuracy and Scale#1
google-labs-jules[bot] wants to merge 1 commit intomainfrom
feature/scientific-simulator-447626770133282272

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The "Dynamic Retrocausal Simulator" has been significantly enhanced to improve its scientific accuracy and scalability.

Key improvements include:

  1. True Temporal Predictions: Agents now maintain a rolling history of their state, providing actual temporal sequences to the TCN instead of repeated current states.
  2. Causal TCN Architecture: The TCN model now correctly implements causal convolution by using explicit padding and temporal shifting, matching standard practices for sequence forecasting.
  3. Multi-Agent Retrocausality: All agents now utilize predictive modeling to adjust their behavior, creating a more complex and realistic system of future-aware interactions.
  4. Scalability: The simulator defaults have been updated to 30 agents on a 10x10 grid, consistent with the project's documentation.
  5. Modern API Compatibility: The code has been updated to be fully compatible with Mesa 3.x, utilizing the new AgentSet API for better performance and future-proofing.
  6. Robust Tracking: New telemetry features in RetroModel provide accurate tracking of total collisions and specific agent-level collision metrics.

Verified with simulation tests.


PR created automatically by Jules for task 447626770133282272 started by @markfxm

- Upgrade TCN model to support causal convolution and flexible architectures.
- Upgrade RetroAgent to use actual 5-step history buffer for predictions.
- Enable retrocausal decision logic for all agents.
- Scale default simulation to 30 agents on 10x10 grid.
- Implement robust collision tracking and data logging.
- Ensure compatibility with Mesa 3.x API.
- Remove tracked __pycache__ files for better repo hygiene.
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