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Lonely
@Lonely__MH
👨‍💻 独立开发者 | AI Builder | 互联网打杂 专注 Agent 与 AI 工具实测,写小白也能懂的硬核教程 生命不息,Bug不止 📮合作/交流:bd@aigce.com 公众号: Martin AI
参加 December 2014
757 フォロー中    32.4K ファン
🧵 1/7 I gave a Flash model a written spec for a 3D physics game. It broke the task into steps, wrote the code, used the tools, ran the project, and eventually produced a billiards game I could actually play. @AntLingAGI Ling-3.0-flash has 124B total parameters, but activates just 5.1B per token. That low activation count didn’t limit it to a simple one-shot demo. It kept a multi-stage 3D build moving from spec to playable result. This test made one thing clear: stop using your biggest model for every step of an agent workflow. The project may be complex. Most of the execution steps inside it don’t need a heavyweight planner to rethink everything from scratch. Ling-3.0-flash is built to execute. Here’s the full hands-on video: 👇
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