video understanding

Qwen3.8-Omni-Flash - qwen3 8 omni flash 1m token context window a satellite dish standing angled on one short post

Alibaba Releases Qwen3.8-Omni-Flash with 1M-Token Context Window

Alibaba released Qwen3.8-Omni-Flash on 18 September 2026: an omni-modal model built on the Qwen3.8-Flash-Next architecture that accepts text, images, audio and video into a 1 million token context window and returns text. The headline is price — more than 98% off an hour of audio input against the previous generation — but the mechanism is more interesting. Agentic perception lets the model decide what to watch and listen to, raising OmniVideoBench accuracy from 63.4 to 67.8 while cutting tokens per query by about 45.7%. This article covers the specification, the benchmark claims, the pricing arithmetic, the Apache-2.0 plugin suite and the limits.

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clipto ai video search 250m valuation a solid film reel disc

Clipto Uses AI to Search Terabytes of Video and Is Now Valued at $250M

Clipto, the three-year-old San Francisco startup whose on-device AI lets people search terabytes of their own video, audio, images and documents by describing what they want, has raised $15 million at a $250 million post-money valuation. This analysis covers the funding round and its investors, the roughly $15 million in annual recurring revenue and net-income profitability behind it, founder Henry Kang’s path from Carnegie Mellon robotics to a Tencent exit, the new Model Context Protocol connector that lets ChatGPT and Claude query a private media archive, Pro-plan pricing, how Clipto compares with Adobe, Apple, Google and TwelveLabs, and what the “memory layer” thesis means for businesses sitting on years of unused footage.

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