Articles

AI engineering notes from real workflow work

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

IN
Infrastructure • Apr 18, 2026

Scaling Notes: infrastructure as code

How the workflow changes as traffic, users, or data volume grows. how teams manage cloud state, secrets, environments, and reviews

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Backend Engineering • Apr 18, 2026

Architecture Guide: API validation

A system-design view for planning production implementation. how typed validation reduces integration bugs and unsafe model actions

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CH
ChatGPT Tips, Productivity • Apr 18, 2026

ChatGPT Tip: Use Memory Carefully

Memory can personalize responses, but you should control what ChatGPT remembers.

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LL
LLM Infrastructure • Apr 17, 2026

Common Failure Modes: LLM gateway design

The mistakes teams should identify before launch. how to centralize provider access, budgets, routing, and observability

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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

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TE
Testing • Apr 17, 2026

Evaluation Strategy: browser automation testing

How to measure quality, reliability, and operational readiness. how Playwright and Cypress support reliable end-to-end coverage

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Data Engineering • Apr 17, 2026

Deployment Playbook: dataset governance

How to prepare the workflow for CI/CD and production operations. how dataset quality, lineage, licensing, and privacy affect AI systems

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IN
Infrastructure • Apr 16, 2026

Tooling Map: infrastructure as code

A map of useful tools, libraries, and platform decisions. how teams manage cloud state, secrets, environments, and reviews

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BA
Backend Engineering • Apr 16, 2026

DropTicks Field Notes: Laravel admin architecture

Opinionated engineering notes for practical AI and software delivery. how to structure admin CRUD, dashboards, policies, and operational tools

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CH
ChatGPT Tips, Productivity • Apr 16, 2026

ChatGPT Tip: Use ChatGPT Projects For Ongoing Work

Projects help keep related chats, files, and instructions together.

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LL
LLM Infrastructure • Apr 16, 2026

Implementation Checklist: LLM gateway design

A practical checklist for building and reviewing the workflow. how to centralize provider access, budgets, routing, and observability

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