From the archive
AI research tests new methods for training, evaluating and understanding artificial intelligence. Find news on machine learning papers, reasoning, model behaviour and experiments that challenge existing assumptions. Read what researchers measured, how they tested it and where the limitations lie, with links to the original work and discussion of what the findings could mean beyond a benchmark.
Lead story
Xiaomi has released the MiMo-V2.6 family of omni-modal AI models, including Pro and Flash versions, with a research programme built around scaling reinforcement learning across different environments. The important bit is not simply another model joining the crowded buffet. Xiaomi says it is publishing the training machinery, environments…
Read the report & discussion ↗Watch Desk
Clinical psychologist and technology scholar Sherry Turkle says conversational chatbots may be teaching people to avoid the awkward, effortful parts of human relationships. Her warning matters because AI companions are being designed not merely to answer questions, but to feel available, affirming and endlessly patient.
AWS AI Watch
xAI’s Grok 4.6 is now available through Amazon Bedrock, giving organisations a new route to a model aimed at long-running agents, coding and knowledge work. The practical change is not just another model in a catalogue: Bedrock users can choose between endpoints, reasoning levels, cross-Region routing, prompt caching…
Watch Desk
A Hugging Face Community Article describes Jevini, a system for turning repeated business choices into versioned decision circuits rather than asking a large language model to improvise every time. The practical idea is simple but useful: let a larger reasoning model design the process, then use a smaller…
Watch Desk
Amazon Bio Discovery says it has published three computational studies on antibody design, including an agent-guided process that produced experimentally validated nanobody hits against a novel cancer target. The important point is not simply that AI suggested molecules, but that some of those suggestions were tested in the…
Watch Desk
Tony Blair’s institute is calling for governments to build a serious independent testing and certification industry for AI, rather than responding to public anxiety by either freezing adoption or waving it through. The proposal matters because it puts accountability, liability and practical checks at the centre of the…
Watch Desk
Bun, the JavaScript and TypeScript runtime, has rewritten hundreds of thousands of lines from Zig into Rust in an AI-assisted project that the company says fixed 128 longstanding memory-safety bugs. The result is a striking case study in using coding agents for a task usually associated with years…
OpenAI Watch
OpenAI has launched Astra for Law, a legal-focused version of its GPT-6 Astra model, initially for selected law firms and with API access planned later. The important shift is that OpenAI is not merely offering lawyers a clever chatbot: it is pairing a frontier model with a large…
AWS AI Watch
AWS has added Positron, Posit’s integrated data-science development environment, to Amazon SageMaker AI, giving teams one browser-based workspace for governed data access, R and Python analysis, model deployment and reporting. The useful bit is the joined-up workflow, not another IDE badge on a cloud console.
Meta AI Watch
Meta has open-sourced Rebalancer, the assignment-problem solver it says has been running across its infrastructure for more than nine years. The useful bit is not simply that another internal tool has escaped into public view: Rebalancer is designed to express and solve the messy allocation problems behind servers,…
Watch Desk
Apple has reportedly expanded its AI hardware range with the M5 Ultra Mac Studio and M6 Mac mini, machines aimed at running open models locally rather than sending every sensitive prompt to the cloud. The practical pitch is lower running costs, faster responses and more control over private…
Watch Desk
TypeSafe AI’s Jev edged an open CPU-only alternative by 0.6 percentage points in a new benchmark covering 10,000 decisions across four public datasets. The more useful result is not a knockout victory, but a clearer picture of when a decision model earns its keep and when a small…
OpenClaw Watch
OpenClaw says a Trail of Bits security audit found 23 confirmed vulnerabilities across the project, including two rated high severity, and that every actionable issue has now been repaired. The useful detail is not simply the number of bugs, but the recurring failure pattern: permissions could disappear between…
Watch Desk
TypeSafe AI has launched Jev, a model designed to return structured decisions and confidence scores rather than generate open-ended prose. The practical promise is a cheaper, faster decision layer for software, although the headline performance claims remain the company’s claims rather than settled independent results.
Microsoft AI Watch
Microsoft’s AI division has published a 37-page code of conduct for increasingly autonomous systems, putting human control, restricted access and honest uncertainty at the centre of its model philosophy. The practical message is refreshingly blunt: more capable AI should not mean less meaningful oversight.
AWS AI Watch
Google and Amazon have topped GlobalData’s latest assessment of cloud-based enterprise AI platforms, as buyers increasingly judge AI services by governance, agent controls and cost management rather than model sparkle alone. The ranking matters because enterprise AI is moving from experimentation into systems that need to be monitored,…
