Anthropic weighs giving retail investors 15-20% of IPO shares

Hugging Face blog post covers a training method that accounts for token pooling in multi-vector embedding models. No benchmark figures or code details are available in the source snippet.

Adobe's annual Max "sneaks" include Project Screen Test, which builds AI characters by conversing with them FaceTime-style to set backstory, fears and movement quirks, then generates animated screen tests. Other experiments turn images into explorable 3D scenes and make photo editing a copy/paste process.

Plurai raised $13M led by Team8, with U&I, Velocity and Mercer, to build a simulation layer using synthetic data from a company's own systems. Co-founders Ilan Kadar and Elad Levi came from Nexar; Kadar worked with Waymo on simulating end-to-end driving software.

In an MLST interview, the fast.ai and Answer.AI co-founder argues both sides of the "do LLMs really understand" debate are right, likening models to Searle's Chinese room. For many tasks the distinction doesn't matter, he says, until it does.

OpenAI board member Paul Christiano told an audience that for most people present, an AI accident is the most likely cause of death. The remark was shared on r/OpenAI without a linked talk transcript or date.

Ben AI's video walks through prompting techniques for Claude Fable 5.2 and offers a free toolkit bundling every prompt plus an "Effort Optimizer mod." The description also links to his paid AI Accelerator courses and a free Second Brain app.