AI Agents

A staff of researchers from UC Berkeley have launched CUA-Lite, an open platform for computer-use brokers (CUAs). The argument behind it’s infrastructural moderately than model-centric: coaching and benchmarking a CUA requires 4 items: brokers, environments, traces, and a framework to judge and prepare them and all 4 are at present fragmented throughout separate repositories with…

The laborious a part of operating an open-weights mannequin regionally was by no means the mannequin. It was every thing earlier than it, studying VRAM specs, guessing which quantization matches, setting context size and GPU layer counts, then discovering out at load time that the file is three gigabytes too massive. Nous Research has collapsed…

This week, Meta Superintelligence Labs launched Muse Spark 1.3. It is the fourth Muse Spark launch in 5 months, and the goal is long-horizon agentic and coding work somewhat than single-turn technology. The framing in Meta’s submit is usability: sustaining an extended thread, collaborating with the person, and understanding when it’s caught. Is it deployable?…

Anthropic has launched Claude Fable 5.1 and Claude Mythos 5.1, three months after the Fable 5 line shipped in June 2026. The two are the identical underlying mannequin behind completely different safeguard layers. Fable 5.1 is usually accessible as claude-fable-5-1; Mythos 5.1 stays restricted to vetted organizations. Both carry a 1M token context window and…

The OpenClaw crew has simply launched OpenClaw 2.0. The crew shipped nothing for almost seven weeks, after 106 releases within the earlier 230 days. The replace rewrites set up and rebuilds the browser Control UI. It additionally strikes periods and transcripts into SQLite and provides shared cloud sessions. Is it deployable? Yes for single-operator and…

Every agent that writes code wants someplace to run it. That “someplace” is now a product class with at the very least a dozen distributors, 4 incompatible billing fashions, and advertising pages that quote chilly begins measured below circumstances no person publishes. This comparability fixes the items. It covers the 5 platforms most groups shortlist…

I learn each main mannequin launch. Most of them ship a coding quantity. The quantity goes up. The conclusion everybody attracts is that junior engineers are completed. I believe that conclusion is being reached the improper means. People are reasoning from a benchmark rating to a labor market consequence, skipping each step in between. So…

Vercel has launched Is Agentic, a public tool that scores how readily AI agents can uncover, entry, perceive, and use a web site. Scans are run and scored by Ora, an agent-experience analysis firm from period labs. Vercel operates the interface, report pages, storage, and the grouping that produces the displayed rating. Is it deployable?…