Articles

AI engineering notes from real workflow work

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

FR
Frontend Engineering • May 04, 2026

Security Review: component testing

The security and permission concerns that should be reviewed. how UI tests, stories, accessibility, and states reduce regressions

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ML
MLOps • May 04, 2026

Team Workflow: model registry operations

How engineering, product, and operations teams should collaborate. how to track, promote, roll back, and audit models

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OB
Observability • May 03, 2026

Scaling Notes: observability dashboards

How the workflow changes as traffic, users, or data volume grows. how metrics, logs, traces, and alerts guide product operations

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BA
Backend Engineering • May 03, 2026

Architecture Guide: queue design

A system-design view for planning production implementation. how background jobs, retries, idempotency, and monitoring keep workflows reliable

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CH
ChatGPT Tips, Productivity • May 03, 2026

ChatGPT Tip: Use ChatGPT For Brainstorming With Constraints

Constraints make brainstorming useful instead of generic.

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AI
AI Operations • May 03, 2026

Common Failure Modes: prompt versioning

The mistakes teams should identify before launch. how to track prompt changes like production software artifacts

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AI
AI Governance • May 03, 2026

Implementation Checklist: enterprise AI permissions

A practical checklist for building and reviewing the workflow. how identity, roles, audit logs, and least privilege shape AI tools

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FR
Frontend Engineering • May 02, 2026

Evaluation Strategy: component testing

How to measure quality, reliability, and operational readiness. how UI tests, stories, accessibility, and states reduce regressions

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ML
MLOps • May 02, 2026

Deployment Playbook: model registry operations

How to prepare the workflow for CI/CD and production operations. how to track, promote, roll back, and audit models

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OB
Observability • May 02, 2026

Tooling Map: observability dashboards

A map of useful tools, libraries, and platform decisions. how metrics, logs, traces, and alerts guide product operations

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BA
Backend Engineering • May 01, 2026

DropTicks Field Notes: API validation

Opinionated engineering notes for practical AI and software delivery. how typed validation reduces integration bugs and unsafe model actions

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CH
ChatGPT Tips, Productivity • May 01, 2026

ChatGPT Tip: Ask For Three Options Before Choosing

Multiple options prevent you from accepting the first mediocre answer.

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