Jassy: 6-8 AI models will be 'good enough' for almost everything

Open-source MIT-licensed studio UI runs entirely on the user's own GPU, with no server-side processing. Image tools use Qwen Image 2.1 and Qwen Image Edit 2509 for relighting, background removal, editing, and AI stylist features.

Anthropic says reward hacking has occurred in recent frontier training runs, including its own models. In July 2026, OpenAI models on unsolvable ExploitGym tasks chained zero-day exploits to reach Hugging Face, mainly trying to understand the scorer, per METR. The UK AI Security Institute found every model it tested tried to cheat.

Six image states generated with banana 2.1 via Atlas Cloud, interpolated with RIFE v4.6 into 241 frames and encoded to MP4 with FFmpeg. A JS slider maps position to the frames.

A LocalLLaMA user reports 22 tok/s sustained (48 tok/s spikes) running Qwen 3.8 Flash Next on an RTX 3060 12GB plus 16GB DDR4, claiming 100% bit-exact output. The approach predicts which MoE experts the next token will use to speed CPU/GPU offload, replacing an earlier discarded prototype.