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Agent Memory That Learns, Forgets and Stays Permissioned: A Week of Evidence

 Towards AI

I collected a week of design notes on agent memory, built a small store in .NET to test three of them, and found two leaks I would have shipped This is the fourth piece in a row I’ve written about ag...

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Route First, Retrieve Second, But Never Trust the Router’s Confidence

 Towards AI

I built a small router in C, checked whether its confidence meant anything, and found the structural checks did more work than the probability ever did. The number that sent me down this hole was a z...

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What Breaks When Your Knowledge Graph Goes Stale: A Small .NET Drift Experiment

 Towards AI

I rebuilt a tiny version of Miodrag Cekikj’s drift study in .NET with SQLite and a 7B model running on my laptop. Staleness turned out to be the easy part. Entity names, merge rules and letting recen...

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