Models

The new classifier keeps Qwen3-Omni's image, audio and video inputs while returning typed answers instead of generated prose. Cloudflare also cut Clef-flash's price and context window.

A preprint finds that language models infer relationships from ambiguous evidence more readily than human participants. Its controlled tests connect the effect to frequency-sensitive internal features.

A preprint finds that models do not reliably report their own quantization from text behaviour. Internal probes can detect known methods, but fail to generalise to an unseen one.

The open-source runner keeps selected model experts in system memory and moves them to a consumer GPU as needed. Its one-click package exposes local OpenAI- and Anthropic-compatible APIs.

The open-weight decision model answers bounded questions in one forward pass and returns probabilities. Its strongest speed and accuracy figures come from H2O.ai's own tests.

A preprint separates a reversible loss of access from the slower destruction of stored facts. The distinction could change how continual-learning failures are diagnosed.

A runnable experiment turns Qwen3-1.7B into a single-pass classifier, then shows that its confidence is too high. Temperature scaling improves the probabilities.

The 5-billion-parameter model turns documents, images, audio and video into one structured JSON format. Tencent has released weights, code and a technical report.

A controlled study finds that faithful reports about learned preferences reuse more of the computation behind a model's decisions. The result suggests a white-box test for grounding, within narrow limits.

A 300-million-parameter transformer trained without natural language adapts to six real languages inside its context window. The experiment isolates learning strategy from memorised text.

The MIT-licensed engine narrows its target to one Qwen model and NVIDIA's newest consumer GPUs. It can spill mixture-of-experts weights into system memory or a second card.

The rest of today's AI news: model releases, cognitive research, local projects, practical prompting, engineering essays, community tests, talks and security incidents.