ai workflowsagent orchestrationverificationdesign systems
The Making of Helmweave
How Helmweave applies Everyday Programmer's ideas about AI workflows, verification, durable context, design systems, and human judgment.
8 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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structured outputsAI workflowsAPI designvalidationHelmweave
What Happens After Your AI Returns JSON?
A practical look at the boundary between a model response and application state: whole-plan validation, blocking clarifications, bounded correction, and recovery that still needs evidence.
7 min read
ai workflowssoftware architectureengineering decisionsagentic development
AI Can Write the Implementation. Who Owns the Decision?
Agent sessions are temporary, but architectural choices outlive them. A lightweight decision record preserves the context, assumptions, tradeoffs, and revisit triggers future engineers need.
6 min read
verificationtestingai workflows
A Green Test Suite Is Not a Ship Decision
Faster code creation means verification matters more, not less. Evidence should be proportional to risk — and a passing suite alone rarely proves a frontend change is safe to ship.
3 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.
4 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 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.
4 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.
3 min read
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
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.
3 min read