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  • Idir Mellaz
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RAG

Retrieval-augmented generation: architectures, retrieval strategies, evaluation and production RAG systems, including the 10-part RAG Lab series.

GraphRAG: A Practitioner's Guide to 6 Advanced Architectural Patterns
RAG

GraphRAG: A Practitioner's Guide to 6 Advanced Architectural Patterns

When Does Graph RAG Actually Add Value? A Hands-On Experiment
RAG

When Does Graph RAG Actually Add Value? A Hands-On Experiment

Shifting to RAG + MCP Agents in Production
Agentic AI

Shifting to RAG + MCP Agents in Production

Siebel 26.6’s RAG-Powered Search: Why Your Support Reps Stop Solving the Same Ticket Twice
RAG

Siebel 26.6’s RAG-Powered Search: Why Your Support Reps Stop Solving the Same Ticket Twice

GPU-Resident Top-K for Agentic RAG: I Built a CUDA Kernel So My Retrieval Step Would Stop Bouncing Off the GPU
RAG

GPU-Resident Top-K for Agentic RAG: I Built a CUDA Kernel So My Retrieval Step Would Stop Bouncing Off the GPU

10. Production RAG - Everything Together
RAG

10. Production RAG - Everything Together

9. RAG with Structured Outputs - JSON Mode + Pydantic
RAG

9. RAG with Structured Outputs - JSON Mode + Pydantic

8. Corrective RAG (CRAG) - Self-Correcting Retrieval
RAG

8. Corrective RAG (CRAG) - Self-Correcting Retrieval

7. Agentic RAG - ReAct Agent with Tool-Calling
RAG

7. Agentic RAG - ReAct Agent with Tool-Calling

6. GraphRAG - Multi-Hop Reasoning with a Local Knowledge Graph
RAG

6. GraphRAG - Multi-Hop Reasoning with a Local Knowledge Graph

5. Evaluating RAG Quality with RAGAS
RAG

5. Evaluating RAG Quality with RAGAS

4. Streaming RAG Chat - FastAPI SSE + React
RAG

4. Streaming RAG Chat - FastAPI SSE + React

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