竞赛编程Agent进入全球前十！南大、清华新模型CF rating超3500
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 New Intelligence Report  [New Intelligence Guide] Large Language Models continue to improve in code generation, but they still struggle with complex algorithmic problems — especially in competitive programming scenarios — often failing due to incorrect algorithm selection, missed edge cases, misjudged complexity, or insufficient hidden test coverage. Solvita is an agentic framework designed for competitive programming. It forms a closed-loop system with four roles (Planner, Solver, Oracle, Hacker) and leverages a trainable graph-structured knowledge network to accumulate experience. Competitive programming is not simply "translating probl…