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Confirmation Fatigue and the Protocol Gap in Agentic AI Oversight

changkun.de · published 18 February 2026

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https://www.rungalileo.io/blog/human-in-the-loop-ai
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https://openai.com/index/introducing-the-agents-sdk/
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https://arxiv.org/abs/2601.04686
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https://github.com/jlowin/fastmcp
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https://preloop.com/
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https://humanlayer.dev/
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https://github.com/modelcontextprotocol/specification/issues/711
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