Glenn Has A Beard found that MiniMax H3 Max can miss object orientation and delayed cause-and-effect. His tests lock the camera, specify a final state, and stage timing constraints one at a time.
OpenArt Arena uses blind pairwise judgments from creative professionals to rank image and video models for ads, film, animation, editing, and lip sync. It also publishes overall leaderboards.
Google introduced Gemini 3.8 Live and Live Extended Thinking in Gemini Live and its API. The models add near-real-time visual understanding, support for 97 languages, and background tool use.
Cognition says Devin can launch native macOS environments, run Xcode and iOS simulators, and test Apple apps in the cloud. The company demonstrated prompt-driven workflows for iOS, iPadOS, and macOS apps.
Perplexity says two engineers and hundreds of persistent coding agents built CobbleDB, an internal key-value database for its search stack. It is optimized for repeated batch reads of prepared page records and is not offered externally.