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My Coding Agent Passed Every Test. The Code Was Wrong.
Tests only check examples. Agents that iterate against them will sometimes learn the examples. Hereâs how I catch it. Four test points with green check marks. A straight line (the real rule) and a wa...
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AI News (Oct 17â23): A Poisoned AI Tool and PHP's Security Fix
Real Python's weekly AI news for October 17â23, 2026, explained in plain language: Poisoned AI Tool, PHP Security Fix, and PyTorch on TPUs.
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PHP2Shell and the AI Exploit Race: A Defenderâs Playbook for the Critical PHP Flaw
Two critical bugs in PHP were found with help from frontier AI, and attackers are already probing for them. Hereâs what happened, why AI changes the timeline and how to protect your servers. Image by...
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