— Insights
Insights
A blog at the intersection of engineering and business — covering AI-assisted development, code review design, product launch workflows, and more.
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· AI Development
How far to let AI drive — designing the workflow for a new product
Neither hand it all to the AI nor do it all yourself. Split a product launch into four stages, decide who owns which judgment at each one, and switch models as you go.
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· Claude Code
Making AI actually follow the rules with Claude Code hooks
CLAUDE.md gives you probabilistic compliance; Claude Code hooks turn the same rules into deterministic gates. A field report on four production traps and the fixes for each.
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· Claude Code
Layered AI code review — hooks, sub-agents, and a second model
One LLM cannot own the whole review pipeline without collapsing under its false positives. Layer the work — deterministic hooks, a Claude sub-agent, a Codex second model — and AI review holds up.