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New Research Shows Smarter AI Reasoning Makes Agents More Likely to Hallucinate Tools
News Apr 29, 2026 ยท 5 min read

New Research Shows Smarter AI Reasoning Makes Agents More Likely to Hallucinate Tools

A paper presented at ICLR 2026 in Rio de Janeiro this week has produced a finding that nobody buying AI agents wants to hear: training models for stronger reasoning through reinforcement learning increases tool-hallucination rates in lockstep with task performance gains. Neither prompt engineering nor direct preference optimization closes the reliability gap. The authors describe it as a "fundamental reliability-capability trade-off" โ€” and 96% of enterprises are already running agents in production.

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Google Signs Classified Pentagon AI Deal โ€” Despite 600 Employee Open Letter Saying Not To
News Apr 29, 2026 ยท 5 min read

Google Signs Classified Pentagon AI Deal โ€” Despite 600 Employee Open Letter Saying Not To

Google has signed a classified AI agreement with the US Department of Defense, allowing the Pentagon to use its AI models on classified military networks for "any lawful government purpose." The deal was reported by The Information on April 28 โ€” one day after more than 600 Google employees, including directors and VPs, published an open letter urging CEO Sundar Pichai to refuse exactly this kind of arrangement. Google becomes the third AI company to fill the gap left when Anthropic refused the same terms and was designated a Pentagon supply-chain risk.

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