Orkas

Open-source multi-agent AI desktop client — a commander LLM dispatches sub-agents that self-evolve via reflection.

Desktopfreeglobal

An open-source, local-first desktop client that runs a commander LLM to dispatch specialist sub-agents which self-evolve through reflection and skill crystallization. It coordinates parallel or sequential multi-step work, accepts user-provided LLM keys for common providers, and is intended for users who need a self-hosted solution to manage complex, multi-part tasks with an orchestrated team of AI agents rather than a single chatbot.

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Problem & pain-point mapping
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