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Latest TechBytes

Bite-sized architectural patterns and quick fixes.

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Caching Strategies for fast Buildpack Builds
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Caching Strategies for fast Buildpack Builds

#BuildPacks#Docker#performance#DevOps & SRE
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Securely Injecting Secrets into Cloud Native Buildpacks
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Securely Injecting Secrets into Cloud Native Buildpacks

#BuildPacks#Docker#security#DevOps & SRE
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RAG: Give Your AI a Better Memory
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RAG: Give Your AI a Better Memory

#AI#RAG
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Recent Deep Dives

Comprehensive guides and system design breakdowns.

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Making RAG Smarter: What My NTSB Pipeline Was Missing
#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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From Local RAG to Production AWS: Porting My NTSB Pipeline to the AWS cloud
#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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