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Moonshot AI has released Kimi K3.1 Pro, a 3-trillion-parameter-class mixture-of-experts model with a one-million-token context window. Company benchmarks put it within a point of Claude Opus 5.5 on Terminal-Bench 4.0 and ahead of GPT-6 Astra, at $2 per million input tokens. Full weights are due by 4 November.
Gemini 4 Argon, Google's new flagship, is built for multi-step work in coding, finance, legal, cybersecurity and science and tops the Vals Index. It offers a unified one-million-token input-output limit via the API, with introductory pricing of $2 per million input tokens rising to $4 at the end of November.
Meta Superintelligence Labs has released Muse Wonder and Muse Wonder Full, proprietary multimodal models with a one-million-token context and new Active Memory and Active Focus features for long-running agents. Wonder is on Meta's API at $4 per million input tokens; Wonder Full is restricted to Muse Code subscribers.
Claude Haiku 5.5 is Anthropic's fastest and cheapest model yet, aimed at summarisation, classification, subagent work and browser use. It introduces an adjustable effort setting to the Haiku tier, posts large gains over Haiku 4.5 on agentic benchmarks, and is available on AWS, Google Cloud and Azure at $0.10 per million input tokens.
Vision-language models now read forms, tables and scanned pages with enough accuracy that OCR-first pipelines are being retired.
