What is Phylogenic AI?

Phylogenic AI is an open-source Python framework that applies genetic algorithms to evolve AI agent personalities. Agents inherit traits, mutate behaviors, and undergo fitness-based selection across generations, enabling autonomous self-improvement beyond traditional prompt engineering.

What are agent scaling laws?

Agent scaling laws describe how multi-agent AI systems behave as agent count increases. Key factors include coordination overhead (O(n²) in flat topologies), communication latency, and emergent behaviors. The arXiv paper 2512.08296 provides the scientific foundation for understanding these principles.

NS-AI-Suite is an enterprise multi-agent orchestration platform designed for healthcare AI applications. It features a microservices architecture with components for API gateway, data ingestion, AI agent coordination, and real-time dashboards.

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