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🚀 Phoenix Rooivalk: Revolutionary SAE Level 4 Autonomous Counter-UAS Defense Platform
Phoenix Rooivalk
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Executive Summary
Context
Decision
Architecture Overview
RAG Components
1. Document Indexing Pipeline
2. Retrieval Functions
3. Context Assembly
Integration Patterns
Pattern 1: Query-Time RAG
Pattern 2: Context-Enhanced Analysis
Pattern 3: Semantic Recommendations
Options Considered
Option 1: Azure AI Search (Hybrid) ✅ Selected
Option 2: Firestore Only
Option 3: Pinecone
Option 4: pgvector (PostgreSQL)
Option 5: Cognitive Mesh (Future)
Rationale
Why Azure AI Search?
Embedding Strategy
Model Selection
Chunking Strategy
Performance Characteristics
Latency Breakdown
Caching Strategy
Error Handling & Fallbacks
Graceful Degradation
RAG-Optional Responses
Monitoring & Observability
Metrics to Track
Logging
Consequences
Positive
Negative
Risks
Future Enhancements
Short-term
Long-term
Implementation Recommendation
Decision:
Keep Here
✅
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