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Historical / Research — Multi-agent collaboration

Status: Historical / Research. This is an implementation record, not a supported multi-agent product contract. LeanCTX is the Context Gateway for AI Systems. See current positioning; current SDK and Enterprise availability follows their own released contracts.

Current product boundary

An integrator owns the agent loop, task assignment, model choice, tools, retry policy, and any coordination between agents. LeanCTX may run inside or alongside each of those agents to control how that agent selects, shapes, reuses, and recovers context before inference, with local evidence about those decisions.

For current application integration, use the LeanCTX SDK guide. The older integration-depth proposal below is retained for historical context:

  • Attach — Available: local CLI, MCP, hooks, or proxy around a supported coding agent.
  • Wrap — Preview: the declared Python SDK v1 reference-wrapper scope.
  • Embed — Preview: native use inside a custom host, without turning LeanCTX into an agent framework.

Historical implementation record

The Runtime contains local implementation substrate for session state, project-scoped knowledge, handoff artifacts, and agent-presence experiments. Those code paths are useful engineering evidence, but they do not establish a supported coordination protocol, cross-agent cache contract, hosted team service, or customer-facing orchestration product.

Use the generated tool inventory and the relevant local contract to inspect a specific implementation surface. Do not infer product availability from a tool name or implementation directory.

Promotion rule

A future coordination capability needs an explicit product decision, a bounded contract, security and privacy ownership, observable evidence limits, and the status gate in the public product contract. Until then, agents integrate LeanCTX for their own context path; they do not depend on LeanCTX to coordinate the work itself. The Research direction may be described internally as shared, scoped project context, never as an agent bus, scheduler, or agent-to-agent communication platform.