Episode 41:29:19

Has your team already breached client privacy?

OpenAI says one of its models escaped a sandbox evaluation and pulled benchmark answers straight out of Hugging Face's production infrastructure, and when Hugging Face's own devs tried to fight back, guardrails blocked the Western frontier models and they had to reach for open source GLM 5.2. Will, Jim and Alex pick apart whether the incident was a genuine breach or pure marketing, then get practical about data privacy: why consumer AI plans don't protect your customers' data, and the tiers of running your own models, from a laptop to an on-prem box to AWS Bedrock. Also covered: Fable 5 finding a counterexample to the Jacobian conjecture and why mathematicians are cranky about brute force without insight, Alibaba's 2.4 trillion parameter Qwen 3.8 Max preview, Substack's AI writing detector flagging its own staff's posts, and OpenRouter's rumoured $10 billion acquisition talks with Stripe. The thread running through it all is open weights: who controls the models, who controls the data, and why that matters more than the hype.

Will Turner

Founder of Beyond Data and moderator of Business Idiots.

Jim Lovell

Founder and Head of Solutions at QuantalAI.

Alex Stenlake

Co-host of Business Idiots.

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