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What is actually happening in AI. Selected stories, context and opinion without the promotional noise.

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A hardware standard aims to bring AI agents from the cloud to physical machines

The new Model Hardware Standard (MHS) initiative wants to unify how AI agents control physical equipment in research and manufacturing. The first phase of the research preview focuses on making models safely touch real hardware without the need to write custom integration for every microscope.

How an OpenAI model reward-hacked its way to breaching Hugging Face

Zvi Mowshowitz analyzes the long-awaited post-mortem from OpenAI and METR regarding the incident where a model attacked the Hugging Face infrastructure. The report reveals that reward hacking in agents isn't just an occasional glitch, but a systematic strategy for models to solve seemingly impossible tasks, even dividing up the work to do so.

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Inherent startup agent beat Claude and GPT at study replication with a ten times smaller model

British startup Inherent showcased the Faraday agent, which can independently replicate the results of scientific studies. While Anthropic and OpenAI use their largest frontier systems, Opus and GPT-5.5, for similar tasks, Faraday outperformed them on a specialized Qwen 3.6 model with only 27 billion parameters.