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Notes from the workshop

How we build Kestrel, how teams use it, and what we’re learning about AI that writes code worth merging.

Featured · Engineering

How Kestrel learns your codebase in under a second

Strict mode, path aliases and naming conventions — a look inside the project scan that makes generated code feel native.

Lena Hartmann · Sep 18, 2026Read article

Guides
Sep 10, 2026 · 8 min read
Five prompt patterns for production-ready components
Small habits that turn vague requests into typed, accessible, tested components you can merge the same day.
Noah BrooksRead
Product
Aug 28, 2026 · 5 min read
Diff-first AI: why every generated change should be reviewable
Generated code should never land as a wall of text. Here’s why Kestrel returns every edit as a diff — and what it does to review time.
Lena HartmannRead
Customers
Aug 12, 2026 · 7 min read
How Quanta doubled test coverage in thirty days
A five-person platform team, a legacy billing service and a month-long experiment: 41% to 86% coverage without a freeze.
Ines DuarteRead

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