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ChatGPT Tips, Research • Apr 21, 2026
ChatGPT Tip: Ask For Sources And Uncertainty
For research work, require evidence and uncertainty instead of confident summaries.
Articles
AI engineering notes from real workflow work
Practical writing on agentic systems, orchestration, automation design, and the operating patterns behind reliable AI delivery.
LL
LLM Infrastructure • Apr 20, 2026
Security Review: LLM gateway design
The security and permission concerns that should be reviewed. how to centralize provider access, budgets, routing, and observability
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
TE
Testing • Apr 20, 2026
Deployment Playbook: browser automation testing
How to prepare the workflow for CI/CD and production operations. how Playwright and Cypress support reliable end-to-end coverage
DA
Data Engineering • Apr 20, 2026
Tooling Map: dataset governance
A map of useful tools, libraries, and platform decisions. how dataset quality, lineage, licensing, and privacy affect AI systems
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Infrastructure • Apr 19, 2026
DropTicks Field Notes: infrastructure as code
Opinionated engineering notes for practical AI and software delivery. how teams manage cloud state, secrets, environments, and reviews
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Backend Engineering • Apr 19, 2026
Implementation Checklist: API validation
A practical checklist for building and reviewing the workflow. how typed validation reduces integration bugs and unsafe model actions
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ChatGPT Tips, Research • Apr 19, 2026
ChatGPT Tip: Give ChatGPT Files With A Reading Task
Uploaded files work better when you tell ChatGPT how to inspect them.
LL
LLM Infrastructure • Apr 19, 2026
Evaluation Strategy: LLM gateway design
How to measure quality, reliability, and operational readiness. how to centralize provider access, budgets, routing, and observability
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
TE
Testing • Apr 18, 2026
Security Review: browser automation testing
The security and permission concerns that should be reviewed. how Playwright and Cypress support reliable end-to-end coverage
DA
Data Engineering • Apr 18, 2026
Team Workflow: dataset governance
How engineering, product, and operations teams should collaborate. how dataset quality, lineage, licensing, and privacy affect AI systems