not much happened today

**Anthropic** released upgraded **Claude 3.5 Sonnet** and **Claude 3.5 Haiku** models featuring a new **computer use capability** that allows interaction with computer interfaces via screenshots and actions like mouse movement and typing. The **Claude 3.5 Sonnet** achieved state-of-the-art coding performance on SWE-bench Verified with a **49% score**, surpassing OpenAI's **o1-preview**. **Anthropic** focuses on teaching general computer skills rather than task-specific tools, with expected rapid improvements. Other releases include **Mochi 1**, an open-source video generation model, **Stable Diffusion 3.5** with Large and Medium variants, and **Embed 3** by **Cohere**, a multimodal embedding model for text and image search. **KerasHub** was launched by **François Chollet**, unifying KerasNLP and KerasCV with 37 pretrained models. Microsoft introduced the **Differential Transformer** to reduce attention noise via differential attention maps, and research on transformer attention layers was shared by **Rasbt**.