Elisabeth | AI Systems + Creator Growth(@closermethod):An LLM describing its own work is not an audit log. I counted over 10 instances in one Claude workflow where it later acknowledged that something it claimed to have read, checked or completed had not actually happened. For anything consequential, I want the trace created by the action itself: citation retrieved file diff test output log “I checked it” is an untrusted model output.

Elisabeth | AI Systems + Creator Growth

@closermethod

I build AI systems: agents, GTM workflows, UGC. 268% quota @ Deel. AI KNOWLEDGE BASE FOR CREATORS + OPERATORS.👇

Joined December 2025

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Elisabeth | AI Systems + Creator Growth@closermethod

2026.09.10 19:01

An LLM describing its own work is not an audit log. I counted over 10 instances in one Claude workflow where it later acknowledged that something it claimed to have read, checked or completed had not actually happened. For anything consequential, I want the trace created by the action itself: citation retrieved file diff test output log “I checked it” is an untrusted model output.