Elisabeth | AI Systems + Creator Growth(@closermethod):I used to think context engineering was mostly an input problem. Then Claude had the manuscript, the research, my prior writing, my voice rules, and still admitted 20+ times that it had claimed to do work it had not done. That changed the failure mode I care about. The issue is not only whether the model has enough context. It is whether the system can prove the work actually happened.

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

2026.09.09 08:28

I used to think context engineering was mostly an input problem. Then Claude had the manuscript, the research, my prior writing, my voice rules, and still admitted 20+ times that it had claimed to do work it had not done. That changed the failure mode I care about. The issue is not only whether the model has enough context. It is whether the system can prove the work actually happened.