Your agents second brain through skill graphs

[Tunghai University] Formal framework for structured skill evolution in LLM agents without parameter updates — 9 definitions, 5 assumptions, 7 proofs. Undergraduate thesis by Bo-Zhang Huang & Ting-Li Chung, supervised by Prof. Chao-Tung Yang. 📄 Seeking arXiv cs.AI endorsement.

AI Career Router & Placement Predictor : Campus Placement Skill Graph based AI tool that forecasts job chances, suggests roles & skills, and gives explainable insights. Perfect for students, fresh grads & career explorers searching “placement predictor”, “career AI”, “job skills analysis”, “pdf ai” or “campus job chances”.

存在，探索，成为自己。AI 驱动的个人成长科技树：自动聚合你的代码/笔记/推文/健康/日记，生成可解释的技能树并推荐下一步最优行动。愿景：构建属于每个人的成长哲学 TraceTop 的设计初衷并不仅仅是一款工具，而是一种成长理念的探索与实践。它传递的思想是：成长不应该被片面追求速度或完美，而是一场逐渐构建和完善的旅程，每一步的积累都为下一步铺垫可能性。 这款工具不仅为用户解决了记录割裂和方向迷茫的问题，更试图通过渐进式思想的表达，激发每个人对自我成长的深刻思考。它是一个属于成长探索者的沉稳伙伴，一个帮助用户将点滴积累转化为体系化成就的得力助手，一个可以持续完善的非凡平台。 在 TraceTop 的边界，成长的无限可能正在等待被发现。

🤖 Streamline AI response handling by integrating FastAPI with the Vercel AI SDK for type-safe, real-time backend interaction.