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HUMΛN
Architecture
Architecture

How an AI agent documents its own work — machine-attributable actions and provenance trails

HUMΛN Team··10 min·Builders & compliance

The bar

An auditor should not hear “ChatGPT did it.” They should see which agent identity, under which delegation, with which policy, producing which artifacts.

Machine-attributable actions

Agents are actors with DIDs and scopes — not anonymous functions. Their steps are logged as actions, not vibes.

Provenance trails

Trails connect inputs, decisions, and outputs so humans can replay the narrative without reverse-engineering prompts from logs.