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Open Source License Maintenance. JEP (Judgment Event Protocol) – a minimalist, cryptographically signed black box for agent decisions. Four verbs: Judge, Delegate, Terminate, Verify.

Location 新加坡 Joined Joined on  Personal website https://humanjudgment.org github website
My AI Agent Could See 167 Tools. Then I Told It to shutup.

My AI Agent Could See 167 Tools. Then I Told It to shutup.

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6 min read

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I Logged Every Decision My AI Agent Made for a Week. Here's What I Learned.

I Logged Every Decision My AI Agent Made for a Week. Here's What I Learned.

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6 min read
I Built a "Blame Finder" for AI Agents – So You Never Have to Guess Who Broke Production

I Built a "Blame Finder" for AI Agents – So You Never Have to Guess Who Broke Production

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2 min read
Stop Debugging Black Boxes: How jac-agent Solves the 3 Hardest Pain Points in Training Production-Grade AI Agents

Stop Debugging Black Boxes: How jac-agent Solves the 3 Hardest Pain Points in Training Production-Grade AI Agents

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3 min read
Full-Link Accountability for AI Agents

Full-Link Accountability for AI Agents

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2 min read
Beyond App-Level Harness: A Technical Analysis of Native Underlying AI Constraints

Beyond App-Level Harness: A Technical Analysis of Native Underlying AI Constraints

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3 min read
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