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Spam accounts overwhelmed my database. Claude found the weaknesses, Codex wrote the fixes, and I deployed a new defense.

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As search becomes increasingly dominated by AI summaries and commercial content, people are experimenting and coming up with ways to make the web feel more human like it used to, building everything ...

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