Deep Dives

Explore detailed cloud architecture, DevOps, security, and system design guides with practical implementation examples.

9 posts · Page 1 of 1

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

Recent

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

From Local RAG to Production AWS: Porting My NTSB Pipeline to the AWS cloud

#AWS#Lambda#OpenSearch#AI#LLM#RAG#gemini

Recent

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

How I Built a Local RAG System to Query NTSB Aviation Accident Reports

#AI#RAG#generative-ai#LLM#gemini

Recent

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

Decoding Paketo: Building Secure App Containers Without Dockerfiles

#BuildPacks#packeto#Docker#DevOps & SRE

Recent

Decoding Paketo: Building Secure App Containers Without Dockerfiles

Delete your Dockerfile. Learn how Paketo Buildpacks use the pack CLI to create secure, SBOM-ready Node.js images automatically.

5 min read

Beyond Dockerfiles: The Architecture of Cloud Native Buildpacks

#Containers#BuildPacks#container-security#DevOps & SRE#Software Architecture

Mar 13, 2026

Beyond Dockerfiles: The Architecture of Cloud Native Buildpacks

Cloud Native Buildpacks eliminate the Dockerfile entirely. Discover the 5-phase lifecycle, core components, and advanced security mechanics that make CNB the enterprise standard for container builds.

7 min read