Sakana Fugu Ultra 在交易桌面编码测试中表现优异

Sakana Fugu Ultra just beat the other models on visual polish in a live trading-desk coding test, got close to GLM 5.2, but at 17x the cost. Test was done on atomic[.]chat, a desktop app that runs LLMs locally. Fugu produced the richest interface, with multiple panels, watchlists, charts, tape-style activity, status labels, and a more finished product feel. To note that Fugu Ultra is an orchestration layer that assembles and routes subtasks across a pool of models through one OpenAI-compatible endpoint. So Fugu is a learned coordinator model inside a multi-agent system. When you send a prompt, Fugu decides whether to answer alone or hand pieces of the job to other models, then it gathers the outputs and produces one final response. https://video.twimg.com/amplify_video/2069182617367576577/vid/avc1/1468x1080/isdCYgxIK2ImvfAz.mp4?tag=28 > **引用原帖 atomic.chat (@atomic_chat_hq):** > Sakana Fugu surprisingly performed near GLM 5.2 level but 17× more expensive! > We gave the same prompt to 4 models: build a complete live Trader Desk with both frontend and backend components, real-time market data fetched from external APIs for 8 symbols, and a custom dark-theme UI. > Outputs: > Fugu Ultra — 22,225 t, $0.51 > Opus 4.8 — 15,802 t, $0.31 > GPT-5.5 — 11,474 t, $0.26 > GLM 5.2 — 13,677 t, $0.03 > Fugu created the most polished and feature-rich trading desk in the run. GLM 5.2 was very close behind, with a similarly complete multi-panel interface and live data, but at a much lower cost. Opus and GPT also performed well, delivering solid results with a better balance between quality and cost > https://x.com/atomic_chat_hq/status/2069171121044513273 Rohan Paul (@rohanpaul_ai): Github of Atomic-Chat. "an open source alternative to ChatGPT that runs 100% offline on your computer." https://t.co/rfprzJzHRO Download it here. https://t.co/aMAZoaXjZ4