Cogentic: Multi-Agent Orchestration for Automated Proof Discovery· Cogentic:多代理编排系统
We present Cogentic, a multi-agent harness for automated proof discovery on open research problems. While frontier language models can generate strong mathematical ideas in a single shot, single-shot generation is often insufficient for open problems that require exploring multiple competing conjectures, overcoming subtle technical obstructions, and retaining intermediate progress over a long horizon. Cogentic addresses these challenges through an iterative prove--verify loop in which an orchestrator allocates a population of independent provers across distinct proof directions, subjects their output to adversarial verification by several specialized components, and promotes confirmed intermediate results into a persistent verified ledger that later rounds build on. The harness is designed
多代理系统助力自动证明发现
- 核心方法
- 通过迭代证明-验证循环,使用编排器分配独立证明者,对输出进行对抗性验证,并将确认的中间结果记录到持久验证账本中
- 适合谁读
- 研究者 / 工程师
- 要解决的问题
- 解决单次生成数学证明不足以应对需要探索多个假设、克服技术障碍和长时间保留中间进展的开放问题
- 关键实验
- 未提供
- 主要贡献
- 提供了一种多代理编排方法,增强了自动证明发现的能力,特别是对于开放性研究问题
- 意义与局限
- 意义在于提升数学自动证明的效率和准确性,但可能受限于现有语言模型的能力