Articles

AI engineering notes from real workflow work

Practical writing on agentic systems, orchestration, automation design, and the operating patterns behind reliable AI delivery.

RA
RAG • Jul 14, 2026

Implementation Checklist: RAG source quality

A practical checklist for building and reviewing the workflow. how document quality, chunking, metadata, and citations affect answer quality

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RA
RAG • Jul 12, 2026

Architecture Guide: RAG source quality

A system-design view for planning production implementation. how document quality, chunking, metadata, and citations affect answer quality

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RA
RAG • Apr 30, 2026

DropTicks Field Notes: knowledge base ingestion

Opinionated engineering notes for practical AI and software delivery. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 28, 2026

Scaling Notes: knowledge base ingestion

How the workflow changes as traffic, users, or data volume grows. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 26, 2026

Tooling Map: knowledge base ingestion

A map of useful tools, libraries, and platform decisions. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 25, 2026

Team Workflow: knowledge base ingestion

How engineering, product, and operations teams should collaborate. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 23, 2026

Deployment Playbook: knowledge base ingestion

How to prepare the workflow for CI/CD and production operations. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 22, 2026

Security Review: knowledge base ingestion

The security and permission concerns that should be reviewed. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 20, 2026

Evaluation Strategy: knowledge base ingestion

How to measure quality, reliability, and operational readiness. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 19, 2026

Common Failure Modes: knowledge base ingestion

The mistakes teams should identify before launch. how to clean, chunk, version, and refresh documents

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RA
RAG • Apr 17, 2026

Implementation Checklist: knowledge base ingestion

A practical checklist for building and reviewing the workflow. how to clean, chunk, version, and refresh documents

Read article → Save
RA
RAG • Apr 16, 2026

Architecture Guide: knowledge base ingestion

A system-design view for planning production implementation. how to clean, chunk, version, and refresh documents

Read article → Save