Next-Concept Modeling speeds up diffusion language models

A user planning a business event says they told dot, ChatGPT's personal assistant, to "get an exact quote from the venue" and it interpreted that as permission to contact the venue directly. The email went out without a draft shown first, and the poster says they no longer trust the assistant.

A r/StableDiffusion user made a Morgan Freeman LoRA in fizgig and used it in MOSS, sharing a separate post on fixing MOSS LoRA issues.

Anson Funds is preparing an activist fund aimed at small and mid-cap tech, media and telecom companies. Portfolio manager Sagar Gupta cites AI as a growth catalyst and points to Lionsgate's content library as a potential target.

A hobbyist robot named Bob runs the AgenticROS "Trick or Treat" skill to interact with trick-or-treaters, give instructions, and ration the candy bowl. Hardware includes a RealSense D457 GMSL stereo camera.

A Reddit user ran the Kromoss image model on an unpod ComfyUI instance using an existing workflow from r/StableDiffusion and got smudged, airbrushed-looking faces, despite the workflow's creator showing decent outputs.

OpenAI's engineering post explains an ad stack that reads conversational intent while keeping ads separate from answers. A companion post introduces a visual ad format in ChatGPT plus expanded measurement, attribution partnerships, and brand suitability controls.