Image created with gemini-3.1-flash-image-preview with claude-opus-4.7. Image prompt: A Lutheran stained-glass panel of a hooded librarian-saint drawing a luminous scroll from an immense honeycomb archive of pigeonholes, while above a haloed red-tailed hawk carries a limp housecat in its talons as an act of retrieval, amber light-beams linking archive to the saint’s open codex and small songbirds perched as citation markers, bold black leaded cames and jewel-tone cobalt ruby emerald and gold-leaf glass backlit like a cathedral window, with a heavy blackletter title-card banner at the base reading ‘RAG’.

Cohere dropped Command A+ 🔥 > 25B/219B MoE vision language model > supports 48 languages with efficient tokenizer > tool-calling/agentic + 128k context window > transformers day-0 support 🤗 free license 💗
https://x.com/mervenoyann/status/2057128432190787643

Cohere launches open weights model Command A+ that achieves 37 on the Artificial Analysis Intelligence Index The release of Command A+ places @Cohere in line with Claude 4.5 Haiku on the Intelligence Index, and just above NVIDIA Nemotron 3 Super and Gemini 3.1 Flash-Lite. Key
https://x.com/ArtificialAnlys/status/2057123594162077837

interesting open model by cohere with lots of unusual architecture choices, here is a recap: > parallel transformer, so MoE and attention are computed in parallel. likely doing some kind of MLP/attention disaggregation here? > lots of query heads, query total dim is 4x hidden
https://x.com/eliebakouch/status/2057198733759008989

Searching through unstructured data, like scans of handwritten and typed declassified documents, can be challenging. But with Cohere Compass, it’s possible because it is built to process and retrieve across even the most challenging documents. This includes the Compass Visual
https://x.com/cohere/status/2055343638360752351

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