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Elisabeth | AI Systems + Creator Growth
@closermethod
I build AI systems: agents, GTM workflows, UGC. 268% quota @ Deel. AI KNOWLEDGE BASE FOR CREATORS + OPERATORS.👇
加入 December 2025
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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.
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