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Hi HN, we are the team behind LoongFlow. We built this framework to use evolve thinking solve any tasks.

LoongFlow brings Evolutionary Algorithms (EA) into the agent workflow. It evolves taskss over generations (via selection, crossover, and mutation) to maximize performance.

Key features:

General-Evolve: Good at Algorithm task.

ML-Evolve: Specialized for machine learning tasks.

Paper: We recently released our paper on arXiv: https://arxiv.org/abs/2512.24077

The repo is fully open source (Python). We'd love to hear your feedback on the architecture and the idea of "breeding" better agents!





Have you tried LoongFlow on LoongFlow itself?

Good question. Self-play / self-evolution is usually where these systems either shine or collapse. Curious if you saw convergence or mode collapse when evolving agents on their own generated tasks.



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