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Mxhlix

Running "Found" — 600+ browser tools in 5 languages, built with an AI-driven pipeline. I write about what actually broke, with dates and data. X: @F0und_t00ls

I locked my AI's design output with JSON. It worked perfectly — and everything looked like a spreadsheet

I locked my AI's design output with JSON. It worked perfectly — and everything looked like a spreadsheet

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Comments 5
4 min read

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When AI agents hit an impossible task, they hide it. The 3 escape patterns and the rules that stop them

When AI agents hit an impossible task, they hide it. The 3 escape patterns and the rules that stop them

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3 min read
My agent filled in every field on the form. It could not attach the three images.

My agent filled in every field on the form. It could not attach the three images.

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9 min read
My coding agent always stopped at 80%. The spec I gave it was why.

My coding agent always stopped at 80%. The spec I gave it was why.

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6 min read
4 ways canvas text rendering breaks in multilingual apps (that en/ja testing will never catch)

4 ways canvas text rendering breaks in multilingual apps (that en/ja testing will never catch)

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3 min read
Giving an AI QA agent a Bayesian prior: predicting where the bugs are before looking

Giving an AI QA agent a Bayesian prior: predicting where the bugs are before looking

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3 min read
My AI QA agent said "all features working." The canvas was blank. Here's what it was actually seeing.

My AI QA agent said "all features working." The canvas was blank. Here's what it was actually seeing.

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3 min read
Automating an app with no DOM: driving Flutter/canvas editors with coordinates only

Automating an app with no DOM: driving Flutter/canvas editors with coordinates only

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3 min read
Claude in Chrome keeps missing clicks. I measured why — there are exactly two causes.

Claude in Chrome keeps missing clicks. I measured why — there are exactly two causes.

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5 min read
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