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The file-sharing app launched 25 years ago and unleashed a wave of piracy that would shake Hollywood to its core.

Put your local AI to work.

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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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Context graphs, graph memory, and ontologies for AI are converging. What does this mean for enterprise AI in 2026?