An agent found the API bug your users never tried

An agent booking a gym class found a GraphQL API that let it cancel other members' reservations. The flaw was old. What was new is that something finally tried.

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What a redesign costs you in AI citations

August 11, 2026 • 9 min read

Guides Design AI

What a redesign costs you in AI citations

Ahrefs measured 2.38% of the URLs ChatGPT cites returning a 404, against 0.84% for Google. A redesign that changes URLs now costs citations, not just rankings.

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What a connected design system does to AI code

August 7, 2026 • 5 min read

Design Technology AI

What a connected design system does to AI code

Figma ran the same 27 design-to-code tasks with and without its components mapped to real code. The gap says more about design systems than about AI.

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Two thirds of AI pull requests never merge

August 5, 2026 • 4 min read

News Technology AI

Two thirds of AI pull requests never merge

AI-written pull requests merge at 32.7% against 84.5% for human ones. The gap is not where the productivity debate says it is.

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An agent found the API bug your users never tried

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What a redesign costs you in AI citations

What a connected design system does to AI code

Two thirds of AI pull requests never merge