Bias in candidate screening
A model trained on past hiring decisions sorts 200 applications. Delete the group from the data and the ratio barely improves, because a proxy feature carries the bias on.
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Spotting hallucinations
An AI answer sounds certain and cites sources. Break it into claims and check each against the original document: supported, refuted or made up.
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OpenClaw blueprint
Explore a personal AI agent as a blueprint: channels, gateway, memory, skills, tools, models, browser and sandbox. Six scenarios trace a message through the system.
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