AI WorkflowsPractice
AI Pairing Loops for Senior Frontend Engineers
A practical workflow for using AI to inspect, draft, refactor, and verify without skipping ownership.
3 min read
Field-tested frontend systems and AI workflows.
Practical notes for working developers: design systems, production frontend patterns, AI-assisted review rituals, and reusable kits.
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ai workflowsverificationdeveloper tools
Maybe the Next Big AI Developer Tool Should Prove Code Is Safe to Ship
Coding agents made implementation cheap. Verification is the new bottleneck — and the next great developer tool might orchestrate evidence, not generate code.
3 min read
ai workflowsengineering systemsverification
AI Can 10x Engineering Throughput — Your Safeguards Have to Scale Too
If implementation gets 10x faster and nothing else changes, incidents multiply even when quality doesn't drop. The system around the engineer has to scale too.
4 min read
ai workflowscode reviewverification
Stop Asking AI if the Code Looks Right — Ask What Would Prove It
A second model saying 'looks good' isn't verification. A practical workflow for turning AI review into claims, risks, and real evidence.
3 min read
ai workflowscode reviewfrontend systems
How I Turn Code Review Feedback Into an AI Workflow
A repeatable AI loop for reviewing feedback without giving up engineering judgment.
4 min read
ai workflowscode reviewfrontend systems
An AI PR Review Workflow That Actually Helps
A field-tested workflow for using AI as a reviewer without outsourcing engineering judgment.
4 min read