On 200 ToolRet questions and up to 3,794 tools, BM25 ran about 40x faster than BGE-large on just a CPU, and full tool docs made it the best setup tested. The post Keyword Search Tied an 8B Embedding Model at Picking…
Practical code for classifying fabric against reference photos, scoring product sharpness, cropping shipping labels, and spotting subtle car damage. The post How Jev Makes Decisions About Images, With 4 Python Examples…
A PhD student in ML and ecology on why faster code, experiments, and drafts don't fix data with a backstory, and three predictions for how labs will change. The post What AI Agents Speed Up in PhD Research, and What…
Gemma 4 E2B drafts the replies, Bespoke Labs' Nimble 9B picks accept, revise, or human review, and only flagged questions get a focused retry. The post How to Check Local LLM Output with Ollama, Gemma 4, and Nimble…
Hugging Face's CEO promised to keep fighting for open AI after Jensen Huang resigned. With Nvidia's $13 billion acquisition still pending, developers want to know whether the platform will remain open to competing AI…
Jensen Huang resigned as Nvidia CEO; SpaceX planned $74 billion in AI campuses; nonprofits sued five AI developers; a Fireworks breach exposed Notion chats; and Google released Gemini 4 Hydrogen.
This issue is about decision models, a new kind of AI model that does not write text. You give it an input and a fixed list of answers, and it returns the best answer with a probability, in milliseconds. TypeSafe AI…