affaan-m/ECC
ECC is a harness-native operator system designed for agentic AI work, providing a comprehensive solution with skills, memory optimization, security, and research-first development across multiple A...
Awesome AI Agents › Multi-Agent Frameworks
PantheonOS, distributed as the pantheon-agents package with a pantheon command line entry point, is a multi-agent framework from a Stanford-affiliated group that targets data science work and in particular end-to-end single-cell and spatial transcriptomics analysis. Agents are composed into teams using several orchestration patterns: a general PantheonTeam, sequential pipelines, swarms, mixture-of-agents and a pattern that exposes one agent as a tool to another. Communication between agents runs over NATS messaging, which lets a deployment span several machines and tolerate node failure; a companion component called Pantheon-Fleet uses the same transport to let agents drive a network of machines directly. The Pantheon-Evolve module applies genetic-algorithm-driven code evolution so that agents iteratively rewrite and benchmark algorithm implementations, which the authors present as a way to improve on published methods for specialized scientific tasks. Users interact through an interactive REPL started with pantheon cli, a multi-agent chatroom web interface, a hosted web application or a desktop build; an accompanying store distributes community-contributed agents, teams and skills for biomedical work. Installation is available through pip or uv with optional extras for retrieval-augmented knowledge, R language support and a mobile gateway, and a Docker image runs the stack in standalone mode. The project records replayable trajectories of agent runs. Its README documents a supply-chain incident in mid-2026 in which two trojanized package releases were published and later removed, with advice to reinstall and rotate credentials for anyone who installed those versions. The framework suits computational biologists and data scientists who want agentic automation of analysis pipelines, and more generally developers who need a distributed multi-agent runtime with built-in team topologies and code-evolution search.
https://github.com/aristoteleo/pantheon-cli
ECC is a harness-native operator system designed for agentic AI work, providing a comprehensive solution with skills, memory optimization, security, and research-first development across multiple A...
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