vamseeachanta RAG Architecture (+2)
RAG Architecture
User Query --> Embedding --> Vector Search --> Context Assembly --> LLM --> Response
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+-- Query expansion +-- Reranking +-- Chunking +-- Citations
+-- Intent detection +-- Filtering +-- Templates +-- Validation
Prompt Optimization Pipeline
Initial Prompt --> Generate Outputs --> Evaluate --> Optimize --> Deploy
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+-- Template +-- Test cases +-- Metrics +-- Search +-- Monitor
+-- Variables +-- Edge cases +-- Human +-- Iterate +-- A/B test
Agent Architecture
User Request --> Plan --> Tool Selection --> Execution --> Reflection --> Response
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+-- Parse +-- Decompose +-- Available +-- Retry +-- Verify +-- Format
+-- Intent +-- Prioritize+-- Constraints +-- Timeout +-- Correct +-- Cite