not much happened today

**Vertical SaaS agents** are gaining rapid consensus as the future of AI applications, highlighted by **Decagon's $100m funding** and **Sierra's $4b round**. **OpenAI alumni** are actively raising venture capital and forming new startups, intensifying competition in the AI market. **Demis Hassabis** celebrated the **Nobel Prize** recognition for **AlphaFold2**, a breakthrough in protein structure prediction. Advances in AI models include techniques like **LoRA projectors** and **annealing on high-quality data**, while discussions emphasize the need for **high-bandwidth sensory inputs** beyond language for common sense learning. New methods like **LoLCATs** aim to optimize transformer models such as **Llama** and **Mistral** for efficiency. Ethical concerns about AI agents performing harmful tasks remain under investigation. The AI community continues to explore model evaluation challenges and optimization frameworks like **LPZero** for neural architecture search.