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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Developer Tools • Jul 09, 2026

DropTicks Field Notes: AI coding workstations

Opinionated engineering notes for practical AI and software delivery. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jul 07, 2026

Scaling Notes: AI coding workstations

How the workflow changes as traffic, users, or data volume grows. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jul 06, 2026

Tooling Map: AI coding workstations

A map of useful tools, libraries, and platform decisions. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jul 04, 2026

Team Workflow: AI coding workstations

How engineering, product, and operations teams should collaborate. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jul 03, 2026

Deployment Playbook: AI coding workstations

How to prepare the workflow for CI/CD and production operations. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jul 01, 2026

Security Review: AI coding workstations

The security and permission concerns that should be reviewed. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jun 30, 2026

Evaluation Strategy: AI coding workstations

How to measure quality, reliability, and operational readiness. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jun 28, 2026

Common Failure Modes: AI coding workstations

The mistakes teams should identify before launch. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jun 27, 2026

Implementation Checklist: AI coding workstations

A practical checklist for building and reviewing the workflow. how skills, MCP, review loops, and tests improve software delivery

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Developer Tools • Jun 25, 2026

Architecture Guide: AI coding workstations

A system-design view for planning production implementation. how skills, MCP, review loops, and tests improve software delivery

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