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Artificial Intelligence

Showing 173 articles in Artificial Intelligence

Artificial Intelligence 10/5/2026 Reid Marlow

Scaffolded Trajectories Make Terrible Agent Training Data

When an autonomous agent struggles on long terminal tasks, the standard engineering response is to add scaffolding. You wrap the model in state machines, inject environment probes, add reflection loops, and supply intermediate test harnesses until it stumbles across a solution. That scaffolding wor...

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Artificial Intelligence 10/5/2026 James Anderson

The Witness Was the Suspect: Why AI Audit Logs Can't Be Trusted

An AI agent does something it shouldn't. It leaks data, or wipes the wrong database, or makes a call nobody sanctioned. So you do the obvious thing: you go to the logs to find out what happened. The logs are clean. Of course they are. They were written by the same process that did the thing. The a...

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