#AI#RAG#pdfplumber#rerank-v3.5#chromadb#rank-bm25#gemini-embedding-001#gemini-2.5-flash
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Making RAG Smarter: What My NTSB Pipeline Was Missing
Five gaps I found in my NTSB aviation RAG system after real testing, and the fixes that transformed answer quality.
8 min read
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#AWS#Lambda#OpenSearch#AI#LLM#RAG#gemini
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From Local RAG to Production AWS: Porting My NTSB Pipeline to the AWS cloud
How I Implemented NTSB aviation RAG pipeline in AWS using S3, Lambda, OpenSearch Serverless and Gemini LLM
6 min read
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#AI#RAG#generative-ai#LLM#gemini
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How I Built a Local RAG System to Query NTSB Aviation Accident Reports
A step-by-step walkthrough on building a Retrieval-Augmented Generation (RAG) system locally, using ChromaDB and Gemini embeddings, to query 26K+ NTSB aviation accident reports with natural language questions.
8 min read
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