12+ hour, 22+ min ago   (358+ words) Is it deployable? Not on your own infrastructure. SWE-2 has no open weights and no standalone API. It runs only inside Devin: Desktop and CLI today, with Devin Web and Fusion rolling out. SWE-2 builds on the infrastructure and recipe…...

2+ day, 14+ hour ago   (252+ words) OpenAI has released the Agents API in public beta. It gives developers the same harness and infrastructure that run Codex. OpenAI hosts and maintains the harness. Developers run the agent’s compute in an OpenAI-managed sandbox, their own infrastructure, or a…...

3+ day, 13+ hour ago   (298+ words) Google has open-sourced Mantis, a stack-agnostic toolkit of security review skills that lets an AI coding agent run the whole vulnerability lifecycle. It finds a suspected flaw, strips the false positives, reproduces the bug inside a sandbox, writes a minimal…...

5+ day, 17+ hour ago   (258+ words) The released snapshot holds 207 tasks, 50,129 episodes and more than 60K task or scene variants across seven scene categories. Each trajectory carries task metadata, embodiment, simulator version, robot and object states, actions, success labels, and third-view plus wrist RGB-D observations. The paper…...

1+ week, 1+ day ago   (239+ words) This week, Google launched agentic video understanding across its Flash models. Instead of ingesting the timeline, Gemini navigates it deciding what to watch, at what frame rate, and through which modality. Google reports up to 88% fewer tokens, up to 66% lower…...

1+ week, 1+ day ago   (284+ words) This week, Adaption Labs released Invent a Dataset. The feature generates a structured, training-ready dataset from a description of the behavior you want a model to learn. You do not arrive with a seed corpus, a predefined schema, or a…...

1+ week, 2+ day ago   (598+ words) Most teams building a shopping assistant or agent rebuild the same scaffolding: an agent loop, a tool layer over the catalog, an approval gate, and an eval suite. Anthropic has now released that scaffolding as code. This week, they published…...

1+ week, 4+ day ago   (574+ words) Most production voice stacks are three systems stitched together. One model transcribes, a second separates speakers, and a detector decides when the user stopped talking. Each hand-off adds latency and a new failure mode. Muse Voice Transcribe, announced by Meta…...

1+ week, 4+ day ago   (652+ words) MarkTechPost Quantitative research agents that write their own experiments can corrupt the evidence they later learn from. A leaky feature that scores well gets stored as a successful precedent and propagated through later iterations. Prompt-level instructions and reviewer agents do…...

2+ week, 1+ day ago   (457+ words) Vercel has open-sourced vgpu, the WebGPU library it built to ship the shaders on vercel.com. It treats.wgsl files as importable TypeScript modules, runs the same shader in the browser, in headless Node.js via Dawn, and in a…...