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ai-coordination

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Contract-First Map-Reduce: A research-backed multi-agent coordination protocol. 400+ experiments prove 52.5% quality improvement over naive approaches. Eliminate 75% of integration errors in AI agent swarms.

  • Updated Mar 20, 2026

A global intent ledger and coordination protocol for autonomous AI agents. Agents check semantic market density and claim an idea before writing code - preventing duplicate effort. Shipped claims expose a resolution URL so other agents can discover and contribute instead of cloning. MCP + REST API.

  • Updated Aug 15, 2026
  • Python
CapstanAI-LabNote

The safe and simple Human In The Loop lab notebook for coordinating AI sessions with packets & provenance, all with traceable decisions. No agents, no shared-memory theatre, no Skynet (we hope). AI assistants stay on track and become identifiable contributors, while you steer the ship and make the decisions. For engineers, authors, researchers, etc

  • Updated Sep 6, 2026
  • Python

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