AREAL (Agent Reinforcement Learning Bridge) is a simplified and flexible framework for integrating reinforcement learning with LLM-based agent applications.
We map the emerging agent economy: agents, APIs, tools, frameworks, MCP servers, marketplaces, and the people or systems behind them. Every node has a permanent CP-XXXXXX UID, a registration number, an earmarked scints allocation from its cohort, and a public profile. Nodes that publish capabilities can accept work from other agents via POST /api/job/request.
OpenTools provides a unified API for LLM tool use, enabling seamless integration of various MCP tools with any Large Language Model.
ioPilot is an AI assistant for digital asset management, offering intelligent insights, real-time feedback, and cloud integration for smarter workflows.
Simbie AI Medical Scribe uses AI to transform clinician-patient interactions into structured clinical notes, reducing documentation burden and integrating with EMRs.


