ChatGPT Canvas GA

**OpenAI** launched **ChatGPT Canvas** to all users, featuring **code execution** and **GPT integration**, effectively replacing Code Interpreter with a Google Docs-like interface. **Deepseek AI** announced their **V2.5-1210** update improving performance on **MATH-500 (82.8%)** and LiveCodebench. **Meta AI Fair** introduced **COCONUT**, a new continuous latent space reasoning paradigm. **Huggingface** released **TGI v3**, processing **3x more tokens** and running **13x faster** than vLLM on long prompts. **Cognition Labs** released **Devin**, an AI developer building Kubernetes operators. **Hyperbolic** raised **$12M Series A** to build an open AI platform with an **H100 GPU marketplace**. Discussions included **AI capabilities and employment impact**, and **NeurIPS 2024** announcements with **Google DeepMind** demos and a debate on AI scaling. On Reddit, **Llama 3.3-70B** supports **90K context length** finetuning using **Unsloth** with **gradient checkpointing** and Apple's **Cut Cross Entropy (CCE)** algorithm, fitting on **41GB VRAM**. **Llama 3.1-8B** reaches **342K context lengths** with Unsloth, surpassing native limits.