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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
LangChain Architecture
Integration Points
Package Structure
Implementation Examples
1. Azure OpenAI LLM Setup
2. Azure AI Search Retriever
3. RAG Chain
4. Multi-Step Analysis Chain
5. Research Agent with Tools
6. Conversation Memory
Options Considered
Option 1: Full LangChain Migration
Option 2: Selective Integration ✅ Selected
Option 3: No LangChain (Custom Everything)
Option 4: Cognitive Mesh (Future)
Rationale
Decision Matrix
When to Use LangChain vs Custom
Use Custom Implementation When:
Use LangChain When:
Migration Path
Phase 1: Setup (Week 1)
Phase 2: Chains (Week 2)
Phase 3: Agents (Week 3-4)
Phase 4: Memory (Week 5)
Dependencies
NPM Packages
Estimated Bundle Impact
Performance Considerations
Latency Comparison
Optimization Strategies
Consequences
Positive
Negative
Risks
Future Enhancements
Short-term
Long-term
Implementation Recommendation
Decision:
Defer / Minimal
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