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Alibaba Open-Sources Its Internal AI Code Review Tool
Why it mattersIt ran inside Alibaba for two years and caught millions of defects; on its own AACR-Bench it beats general-purpose agents on precision and F1 with the same model while using about 1/9 of the tokens.
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Qwen-Image-2.1-Turbo: High-Speed Image Generation in 8 Steps
Why it mattersIt cuts generation from dozens of steps to eight and outputs up to 2K; it ships under the Qwen Research License rather than Apache 2.0, so commercial use needs separate licensing.
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JetBrains Releases Mellum2.1, an Open Model for Coding Agents
Why it mattersMellum2.1 keeps the 12B mixture-of-experts design with 2.5B active parameters under Apache 2.0, and was trained with millions of sandboxed runs across thousands of in-house RL environments; under heavy load it serves nearly twice the tokens of Qwen3.5-9B.
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Open-Source Strata Runs a 125-Billion-Parameter Model on a 12GB Gaming PC
Why it mattersA 125-billion-parameter model runs on a gaming PC with 12GB of VRAM and 32GB of RAM; community tests show about 2x llama.cpp speed, versus the advertised 6x.
