Pick the Right Tools for the Right Job: Researchers designed HYSET, a technique to call collections of tools that work together
When an LLM agent can choose among thousands of tools, picking the right ones for a given task is difficult.
When an LLM agent can choose among thousands of tools, picking the right ones for a given task is difficult.
Many companies that build image and video generators have pivoted to robotics, extending their expertise in world models to action.
Google took over half a year before it replaced its flagship AI model, Gemini 3.1 Pro Preview.
OpenAI’s latest mid-tier model lands within a point of its flagship at less than a quarter of the cost per task on Artificial Analysis’ Intelligence Index.
I think most people still underestimate the data center build-outs that will be required to meet demand.
The Batch News & Insights: I think most people still underestimate the data center build-outs that will be required to meet demand.
OpenAI gives mathematicians extra work. Analysis shows Claude subscriptions’ bang for buck. Google’s open weight embedding model gets an upgrade. Optional text watermarks come to OpenAI products.
Meta’s Muse poses privacy concerns. OpenAI’s image-driven revenue strategy. Cohere Embed 5 offers an alternative to Google. arXiv places limits on authors’ submissions.
When asked questions requiring extensive reasoning and tool use to answer, agents may search without making progress, repeat unsuccessful strategies, or settle for partially verified answers.
When agents make a tool call, they send the same context back through the model every time.
Google released two new speech-to-speech voice models, joining a suddenly crowded field of models built to power voice agents.
Xiaomi, best known for its smartphones and electric vehicles, released the highest-scoring open weights model on Artificial Analysis’ Intelligence Index.