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POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems

Announce Type: new Abstract: Orchestrating Large Language Models into Multi-Agent Systems (LLM-MAS) has unlocked remarkable reasoning capabilities, yet emergent failures and hallucinations that resist characterisation block their deployment in safety-critical domains -- a gap made legally untenable by emerging AI regulation. Existing evaluation paradigms share a common flaw: centralised judgment creates single points of failure and demands domain-specific expertise. Here we present POIROT, a...

arXiv CS 8d ago

New Hercule Poirot cast for TV show reboot – and he’s very young

Titled 'Hercule', the new six-part series will follow the famous Belgian detective as he solves his first-ever cases before becoming the world’s most iconic sleuth. Now, we know who David Suchet’s successor will be... Wax that moustache, make sure the three-piece suit looks crisp, and get those "little grey cells" working...

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