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# Guido.tech:
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# Guido.tech:
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## An F1 AI Race Engineer System
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## An F1 AI Race Engineer System
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Real-time F1 race strategy system combining telemetry enrichment with AI-powered strategy generation. The system receives lap-by-lap telemetry from Raspberry Pi hardware, enriches it with performance analytics, and generates dynamic race strategies using Google Gemini AI.
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Real-time F1 race strategy system combining telemetry enrichment with AI-powered strategy generation. The system receives lap-by-lap telemetry from vehicle controller simulation, enriches it with performance analytics, and generates dynamic race strategies using Google Gemini AI before sending control updates back to the vehicle controller simulation.
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## Architecture
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## Architecture
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The system consists of two main services:
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The system consists of two main services:
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1. **Enrichment Service** (`hpcsim/`) - Port 8000
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1. **Enrichment Service** (`hpcsim/`) - Port 8000
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- Receives raw telemetry from Raspberry Pi
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- Receives raw telemetry from Raspberry Pi simulator
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- Enriches data with tire degradation, pace trends, pit window predictions
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- Enriches data with tire degradation, pace trends, pit window predictions
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- Forwards to AI Intelligence Layer via webhook
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- Forwards to AI Layer via webhook
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2. **AI Intelligence Layer** (`ai_intelligence_layer/`) - Port 9000
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2. **AI Intelligence Layer** (`ai_intelligence_layer/`) - Port 9000
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- WebSocket server for real-time Pi communication
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- WebSocket server for real-time Pi communication
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