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Tenstorrent’s $1.5B Bet: Can Your Stack Run It?

 Level Up Coding

Standard open weights run today, but custom attention kernels stall in compiler debt. Continue reading on Level Up Coding

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The Code Was Fast. Fixing It Wasn’t: My Experience With Spec-Driven Development

 Level Up Coding

My journey from repetitive prompting to spec-driven development, and what I learned about getting AI to write better production code. Continue reading on Level Up Coding

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Finding the PHP versions in your repos that need the php2shell fix

 Level Up Coding

php.net shipped the fixes for php2shell (CVE-2026–109618 and CVE-2026–109619) on 21 Oct. To patch, you need a list of every PHP you run, and the versions written in your repos mostly can’t give you on...

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