# Oct 28, 2025

- **EuroLLM** is a **9 billion parameter** multilingual model trained on **over 4 trillion tokens**, designed to support all **24 official EU languages** and enhance Europe’s digital sovereignty through open-source access.

- **OpenAI reports that over a million users** engage with ChatGPT weekly regarding suicidal thoughts, representing **0.15% of its 800 million active users**, highlighting a significant mental health concern.

- **Token-Oriented Object Notation (TOON)** is a **compact** format that reduces token usage by **30-60%** compared to JSON, making it ideal for structured data input to Large Language Models (LLMs) while maintaining readability through an indentation-based structure.

- The **Waymo Driver** is engineered to navigate diverse winter conditions, utilizing over **100 million miles** of autonomous driving experience to adapt to environments like snow, ice, and slush, ensuring reliable transportation year-round.

- **AI agents** like Amazon Q and Kiro are revolutionizing coding practices, enabling teams to achieve **10x throughput** by collaborating with human engineers who ensure code quality through rigorous review processes.

- **LLMs struggle with practical tasks**, achieving only **40% completion** on Butter-Bench compared to **95% for humans**, highlighting significant limitations in spatial intelligence and task execution.

- **EvE Bio's dataset** offers a **comprehensive mapping of interactions** between 1,600 FDA-approved drugs and human cellular receptors, aiming to illuminate off-target effects that are often overlooked in traditional drug development.

- **PKBoost** demonstrates superior performance in handling **data drift**, achieving only a **2% degradation** in PR-AUC compared to **XGBoost's 32%**, making it a robust choice for imbalanced datasets like credit card fraud detection.

- **Text-to-SQL** is evolving from a cloud-dependent model to a **fully on-premises solution**, enabling organizations to maintain control over sensitive data while expanding access to SQL querying for non-technical users.

- **Truncated IP addresses remain personal data under GDPR**, as they can still be linked to individuals through additional metadata, creating a false sense of security for organizations relying on this method for anonymization.

- **Dexto** is a **universal intelligence layer** that enables the creation of **context-aware AI agents** capable of executing real-world tasks through natural language, utilizing a configuration-driven framework and robust runtime for seamless development.

- **Memory layers** enable continual learning by allowing models to update parameters selectively, achieving only **11% forgetting** compared to **89%** with full finetuning and **71%** with LoRA when learning new facts from TriviaQA.

- **Lilly has launched the largest AI factory in pharma**, utilizing NVIDIA's Blackwell-based DGX SuperPOD to enhance drug discovery processes significantly.