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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture ๆŠ•็จฟใฏๅ€‹ไบบใฎๆ„่ฆ‹ใงใ™ใ€‚
Joined May 2026
280 Following    417 Followers
Output token limit just jumped from 64K to a full million. Google's new frontier model is built to solve tough, long-horizon problems in one continuous pass. Title: Gemini 4 Argon: our next era of frontier intelligence URL: ๐Ÿ“ Overview Google's new frontier model built for software engineering, enterprise knowledge work (legal/finance), and cybersecurity defense. It's rolling out first to trusted cyber defenders through the Fairwind Program, with broader availability to follow. โ— Problem it solves Complex, long-horizon professional tasks used to run into output and context limits. Gemini 4 Argon expands output capacity from 64K to 1 million tokens, enabling deep, sustained reasoning to finish tough problems in a single pass. ๐Ÿ› ๏ธ Method Beyond the expanded token budget, it strengthens multimodal understanding, especially video and visual analysis. On safety, Google highlights four pillars: refusing harmful requests while preserving legitimate dual-use research, automated red-teaming for prompt-injection resilience, chain-of-thought monitoring that can halt execution, and sandboxed, isolated environments. ๐Ÿ“Š Results 77.9% on DeepSWE v1.1 (state of the art on real-world long-horizon coding), #1# on AutomationBench at 51.3% for end-to-end business execution, tied for first on CWE-bench v1 (vulnerability remediation) at 68%, and 91.7% on LVBench for video understanding. ๐Ÿข Use cases Inside Google, it beat a published quantum-optimization baseline by 40% in minutes, freed over 300 TiB of data-center memory, and helped migrate 800K+ lines of C/C++ to Rust. #Gemini4Argon# #FrontierAI#
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Introducing Gemini 4 Argon โ€“ our new frontier model. Itโ€™s built for complex workflows across coding, enterprise knowledge work, and cybersecurity defense โ€“ rolling out today to a set of trusted testers through our Fairwind Program.
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