Devpost
Participate in our public hackathons
Devpost for Teams
Access your company's private hackathons
Grow your developer ecosystem and promote your platform
Drive innovation, collaboration, and retention within your organization
By use case
Blog
Insights into hackathon planning and participation
Customer stories
Inspiration from peers and other industry leaders
Planning guides
Best practices for planning online and in-person hackathons
Webinars & events
Upcoming events and on-demand recordings
Help desk
Common questions and support documentation
傅彥庭低熵系統 |Yan-Ting Fu Low-Entropy Systems ,中文地區:洱滄|其他地區:StableKernel
本專案使用 Gemini 3 的多模態理解與長程推理穩定性,作為低熵行為系統的推理核心。低熵系統是一組可插拔的行為約束插件,目標並非提升聰明度,而是降低行為自由度,確保長期一致性、可預測性與可回歸性。Gemini 3 在此被用作行為穩定引擎,在受限語法與記憶結構下重複可靠推理路徑,作為放大人類推理效率的透明鏡像,而非創作主體。