Articles

AI engineering notes from real workflow work

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

OB
Observability • May 19, 2026

Scaling Notes: error monitoring

How the workflow changes as traffic, users, or data volume grows. how release tracking and error context reduce debugging time

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DA
Database Engineering • May 18, 2026

Architecture Guide: database indexing

A system-design view for planning production implementation. how to keep product, analytics, and search queries responsive

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CH
ChatGPT Tips, Productivity • May 18, 2026

ChatGPT Tip: Use ChatGPT As A Tutor

Ask it to teach interactively instead of dumping information.

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EV
Evaluation • May 18, 2026

Common Failure Modes: AI eval datasets

The mistakes teams should identify before launch. how to build representative tests from real customer and workflow cases

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FR
Frontend Engineering • May 18, 2026

Evaluation Strategy: typed frontend state

How to measure quality, reliability, and operational readiness. how TypeScript, schemas, and state libraries reduce UI bugs

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PR
Product Engineering • May 17, 2026

Deployment Playbook: AI product analytics

How to prepare the workflow for CI/CD and production operations. how to measure user behavior, downloads, engagement, and conversion

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OB
Observability • May 17, 2026

Tooling Map: error monitoring

A map of useful tools, libraries, and platform decisions. how release tracking and error context reduce debugging time

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BA
Backend Engineering • May 17, 2026

DropTicks Field Notes: queue design

Opinionated engineering notes for practical AI and software delivery. how background jobs, retries, idempotency, and monitoring keep workflows reliable

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CH
ChatGPT Tips, Productivity • May 17, 2026

ChatGPT Tip: Create Learning Plans

ChatGPT can turn a goal into a structured path.

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EV
Evaluation • May 17, 2026

Implementation Checklist: AI eval datasets

A practical checklist for building and reviewing the workflow. how to build representative tests from real customer and workflow cases

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FR
Frontend Engineering • May 16, 2026

Common Failure Modes: typed frontend state

The mistakes teams should identify before launch. how TypeScript, schemas, and state libraries reduce UI bugs

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PR
Product Engineering • May 16, 2026

Security Review: AI product analytics

The security and permission concerns that should be reviewed. how to measure user behavior, downloads, engagement, and conversion

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