Articles

AI engineering notes from real workflow work

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

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Testing • Apr 25, 2026

Scaling Notes: browser automation testing

How the workflow changes as traffic, users, or data volume grows. how Playwright and Cypress support reliable end-to-end coverage

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ML
MLOps • Apr 24, 2026

Architecture Guide: model registry operations

A system-design view for planning production implementation. how to track, promote, roll back, and audit models

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OB
Observability • Apr 24, 2026

Common Failure Modes: observability dashboards

The mistakes teams should identify before launch. how metrics, logs, traces, and alerts guide product operations

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BA
Backend Engineering • Apr 24, 2026

Security Review: API validation

The security and permission concerns that should be reviewed. how typed validation reduces integration bugs and unsafe model actions

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CH
ChatGPT Tips, Research • Apr 24, 2026

ChatGPT Tip: Use Deep Research For Complex Reports

Deep Research is better for multi-source research than a quick answer.

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LL
LLM Infrastructure • Apr 23, 2026

Team Workflow: LLM gateway design

How engineering, product, and operations teams should collaborate. how to centralize provider access, budgets, routing, and observability

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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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TE
Testing • Apr 23, 2026

Tooling Map: browser automation testing

A map of useful tools, libraries, and platform decisions. how Playwright and Cypress support reliable end-to-end coverage

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DA
Data Engineering • Apr 23, 2026

DropTicks Field Notes: dataset governance

Opinionated engineering notes for practical AI and software delivery. how dataset quality, lineage, licensing, and privacy affect AI systems

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OB
Observability • Apr 23, 2026

Implementation Checklist: observability dashboards

A practical checklist for building and reviewing the workflow. how metrics, logs, traces, and alerts guide product operations

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BA
Backend Engineering • Apr 22, 2026

Evaluation Strategy: API validation

How to measure quality, reliability, and operational readiness. how typed validation reduces integration bugs and unsafe model actions

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CH
ChatGPT Tips, Research • Apr 22, 2026

ChatGPT Tip: Use ChatGPT Search For Current Facts

Search is useful when the answer depends on current information.

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