Scaling Laws, Carefully
AI researcher Lilian Weng provides a deep analysis of the evolution of scaling laws, highlighting common pitfalls in practice and emphasizing the critical role of data quality and allocation.
AI researcher Lilian Weng provides a deep analysis of the evolution of scaling laws, highlighting common pitfalls in practice and emphasizing the critical role of data quality and allocation.
Hugging Face challenges LoRA's dominance in parameter-efficient fine-tuning, exploring whether there are better alternatives developers might be missing.
Simon Willison's 'Where's Waldo' style test reveals GPT Image 2.0's significant improvements in complex scene understanding, instruction following, and detail coherence compared to its predecessor and competitors.
AI security reviews reveal that system security is evolving into an economic game: defenders must spend more computational resources (tokens) than attackers to ensure safety, which unexpectedly boosts the value of open-source projects.
vLLM Semantic Router discovered that its vision encoder signals were significantly misaligned with the reference model, causing confidently wrong routing decisions, which reveals that signal correctness becomes a critical control-plane requirement as AI systems evolve from processing text to full requests.
Anthropic reveals its four-tier safety classifier for Fable 5 and a draft jailbreak severity framework, aiming to set a common language for AI risk communication across the industry and with governments.
The US lifted export controls on Claude Fable 5, and Anthropic is leveraging the incident to build an industry-wide jailbreak severity framework with Amazon, Microsoft, and others, reshaping the balance between AI safety and deployment.
Anthropic co-founder Chris Olah's Vatican speech reveals the deep dilemmas in AI development: conflicts between commercial incentives and safety ethics, unequal global distribution of benefits, and the ultimate question of technology's impact on human flourishing.
Anthropic has raised $65 billion in its Series H funding round, achieving a $965 billion valuation, signaling the AI race has entered a white-hot phase defined by astronomical capital and compute.
Anthropic has significantly increased Claude's usage limits through massive compute deals with SpaceX and others, signaling that the AI infrastructure race has extended from the ground to space.
Anthropic launches Claude Design, an AI-native design tool where users create and refine high-fidelity visual work through conversation, signaling AI's evolution from an assistant to the core engine of the design process.