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Software for painlessly estimating average nucleotide diversity within and between populations

Sensitive alignment of genomes with high sequence diversity, extensive structural polymorphism and whole-genome duplication variation

Icon theme / desktop theme with the right balance between unity and diversity. Unity in the form of a rounded square and diversity in preserving the program's own style and identity as good as possible.

Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities. Achieves 2-3x diversity improvement while maintaining quality. Model-agnostic framework with CLI/API for creative writing, synthetic data generation, and dialogue simulation.

Tiny Model, Big Logic: Diversity-Driven Optimization Elicits Large-Model Reasoning Ability in VibeThinker-1.5B

Ailin¹ is an open-source collective intelligence engine where tens of thousands of AI models collaborate through dozens of coordination strategies, applying structured diversity and independent reasoning to improve reliability, auditability, and resilience.