VenusFactory2 — Self-Evolving AI Agents for Protein Discovery and Directed Evolution

Self-evolving AI agents for protein discovery and directed evolution. VenusFactory2 plans a campaign, runs 40+ protein models against 11 biological databases, critiques the evidence, and iterates. The interactive interface requires JavaScript; please enable it, or visit our GitHub repository and the technical report for documentation, examples and source code.

Plan — a hypothesis and a plan you can inspect before anything runs.
Run — models, databases and design tools in one session.
Critique — results are checked, not just accepted.
Iterate — the next round starts from what failed.

VenusFactory2 — 面向蛋白质发现与定向进化的自进化智能体

面向蛋白质发现与定向进化的自进化智能体：规划实验、调用 40+ 蛋白质模型与 11 个生物数据库、审查证据，再迭代推进。交互界面依赖 JavaScript；如需启用，请打开 JS，或访问 GitHub 仓库与技术报告查阅文档、示例与源代码。

规划 — 先有假说和可检查的计划，然后才执行。
执行 — 模型、数据库与设计工具，同一次会话完成。
批评 — 结果会被核对，而不是直接接受。
迭代 — 下一轮从失败的地方开始。