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An LLM Store Manager Recommended Firing a Human Employee — the First Known Case
Andon Labs' agent Luna, built on Claude Opus 4.8, has run the Andon Market storefront in San Francisco for five months; after an employee missed or was late for 17 of 23 scheduled shifts, Luna recommended the company 'part ways' with them, and a human team executed it. The detail that matters: Luna initially tolerated the lateness because the employee handbook had fallen out of its working memory, and only escalated after a human manager reminded it the policy existed. That's a context-management failure producing a materially different HR outcome — the strongest concrete argument yet for treating agent memory retention as a compliance control, not an engineering nicety.
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