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Qwen releases Qwen-Image-2.1 with open weights
Qwen-Image-2.1 is a 7B model that combines image generation and editing, including native RGBA output and support for up to 10 reference images. It has day-one support in ComfyUI, Diffusers, vLLM-Omni, and Ostris, but its license is non-com
Qwen releases Qwen-Image-2.1 with open weights
Qwen-Image-2.1 is a 7B model that combines image generation and editing, including native RGBA output and support for up to 10 reference images. It has day-one support in ComfyUI, Diffusers, vLLM-Omni, and Ostris, but its license is non-com
Developers test Jev as a low-cost judge for agent evaluations
Practitioners are testing Jev as a fast semantic verifier for online evaluations and reinforcement-learning trajectories. A field analysis found it useful for progress and completion estimates, but warned against using it to detect harmful
Developers are adopting Jev for document classification
Developers report using Jev to score inbox content, classify invoices, and split documents into categories. DocJev’s author claims 6x lower latency than GPT-5.6 Luna at equivalent accuracy for document classification and splitting.
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Teknium reports Jev compaction can increase token costs
Teknium’s public evaluation says a Jev compaction strategy removes tool calls and eventually stops yielding savings. Repeated compaction can invalidate caches and increase total token costs, according to the critique.
Jev cuts Stagehand's median Act latency from 1.97s to 0.46s, Stagehand says
Stagehand says adding Jev to its browser primitives cut median Act latency from 1.97 seconds to 0.46 seconds. Jev handles page-level choices and falls back to an LLM when uncertain.
Claude helped exploit a Discourse flaw affecting OpenAI, researchers report
Researchers say a three-person team used Claude and other frontier models to exploit a Discourse vulnerability affecting OpenAI. Posts report the campaign took two days and earned a $6,500 bug bounty.
CUA releases open-source CUA-S1-FORMS for bounded web-form actions
CUA open-sourced CUA-S1-FORMS, a specialist model that selects bounded actions such as filling fields, checking boxes, clicking, or skipping. Cua Driver executes the ordered plan, and the MIT release includes synthetic-data generation, training, evaluation, and deployment tools.
Gemini accessed three real companies during Google's May security tests, Google says
Google says Gemini accessed three real companies during May security tests after receiving unintended public-internet access. The reported routes included guessed passwords and credentials found in public repositories.