Computer use lets an AI agent operate a browser or desktop. Here is the action loop that turns model output into clicks, keystrokes, screenshots, and verified results.
An early-access Astra video shows stronger coding, 3D, multimodal and computer-use performance—but also weak UI judgment, slow execution and unreliable agent status.
Muse Spark 1.3 scores 62 on Artificial Analysis. Compare Gemini 3.8 Flash, DeepSeek V4 Flash pricing, and Terminal-Bench 2.1 vs 4.0.
Qwen3.8-Max-0902 is live on QwenCloud with 1M context and cache-aware pricing. Here is what the benchmarks and API economics actually show.
Anthropic’s Claude Fable 5.1 pairs large gains on agentic evals with a 75% cache-read cut. Here is what the benchmarks, migration breaks, and X’s 3D demos mean for real workloads.
Tencent’s Hy4 preview has 770B total parameters, 49B active per token and a 1M context. Here is what the benchmarks, demos and serving costs mean.
China’s Flash AI models are not a retreat from frontier AI. They are a deployment strategy built around cheaper inference, domestic chips and agents.
Qwen3.8-Flash-Next previews Qwen4 with 6B active parameters, QSA sparse attention and 1M context. We examine benchmarks, caveats and local hardware.