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Collective Hallucination in Multi-Agent LLMs:Modeling and Defense
arXiv:2606.07941v1 Announce Type: new Abstract: Hallucinations in large language models (LLMs) create heightened risks in multi-agent settings, where recursive agent interactions can propagate, reinforce, and amplify unsupported claims. This paper models hallucination as a system-level, time-evolving process across a network of interacting LLM agents, where nodes represent agents and edges encode information exchange. The proposed formulation captures how hallucinated claims diffuse through...
Angry bug hunter with Microsoft beef drops new Windows 0-day
They are angry at Redmond and will have their revenge. Nightmare Eclipse, the prolific bug hunter and possibly disgruntled ex-Microsoft employee, disclosed another zero-day vulnerability just hours after Redmond issued a record-breaking number of CVEs and fixes for June Patch Tuesday. The latest zero-day, RoguePlanet, targets Microsoft Defender and works against fully patched Windows 10 and Windows 11 systems, according to the researcher, who also released proof-of-concept exploit code for...
European sentiments towards the US hit an all-time low
Home alone: Europeans are ready to defend themselves Summary - Amid geopolitical turmoil, Europeans are taking nuanced and realistic positions that demand tough choices from their leaders. - A major new ECFR poll shows Europeans embrace self-reliance and are clear-eyed about Donald Trump—but do not expect a permanent break from the US. - They back Ukraine—but are anxious about bringing it into the European Union now or sending troops there.