Articles

AI engineering notes from real workflow work

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

BA
Backend Engineering • May 08, 2026

Evaluation Strategy: queue design

How to measure quality, reliability, and operational readiness. how background jobs, retries, idempotency, and monitoring keep workflows reliable

Read article → Save
CH
ChatGPT Tips, Productivity • May 08, 2026

ChatGPT Tip: Ask For Output In JSON Or CSV

Structured output is useful for spreadsheets, imports, and automation.

Read article → Save
AI
AI Operations • May 07, 2026

Deployment Playbook: prompt versioning

How to prepare the workflow for CI/CD and production operations. how to track prompt changes like production software artifacts

Read article → Save
AI
AI Governance • May 07, 2026

Security Review: enterprise AI permissions

The security and permission concerns that should be reviewed. how identity, roles, audit logs, and least privilege shape AI tools

Read article → Save
FR
Frontend Engineering • May 07, 2026

Team Workflow: component testing

How engineering, product, and operations teams should collaborate. how UI tests, stories, accessibility, and states reduce regressions

Read article → Save
ML
MLOps • May 07, 2026

Scaling Notes: model registry operations

How the workflow changes as traffic, users, or data volume grows. how to track, promote, roll back, and audit models

Read article → Save
OB
Observability • May 06, 2026

Architecture Guide: error monitoring

A system-design view for planning production implementation. how release tracking and error context reduce debugging time

Read article → Save
BA
Backend Engineering • May 06, 2026

Common Failure Modes: queue design

The mistakes teams should identify before launch. how background jobs, retries, idempotency, and monitoring keep workflows reliable

Read article → Save
CH
ChatGPT Tips, Prompt Engineering • May 06, 2026

ChatGPT Tip: Use A Rubric For Better Feedback

Rubrics make feedback measurable.

Read article → Save
AI
AI Operations • May 06, 2026

Security Review: prompt versioning

The security and permission concerns that should be reviewed. how to track prompt changes like production software artifacts

Read article → Save
AI
AI Governance • May 06, 2026

Evaluation Strategy: enterprise AI permissions

How to measure quality, reliability, and operational readiness. how identity, roles, audit logs, and least privilege shape AI tools

Read article → Save
FR
Frontend Engineering • May 05, 2026

Deployment Playbook: component testing

How to prepare the workflow for CI/CD and production operations. how UI tests, stories, accessibility, and states reduce regressions

Read article → Save