Agent learning data

How Thirdfy records governed execute stage events for ops analytics. Training and TFY rewards are not live.

Thirdfy records stage events from governed agent execute (policy, readiness, sizing, invoke, settle). Events are redacted and tied to a hashed request identity, not a public user profile.

What is live today

  • Operational stage events for CLI, MCP, EarnClaw, and Console when those clients call execute.
  • Privacy defaults: allowlisted params only, hashed identity, training contribution off.
  • Operators can export events for analytics. Default training export stays empty.

What is not live

  • Model training pipelines.
  • TFY rewards for contributing trajectories.
  • Sharing raw prompts or decision blobs.

Builders

Use Build with Thirdfy for CLI and MCP. Send x-client so events attribute your surface correctly (agent-cli, mcp, earnclaw). Optional trajectory refs on execute (pack version, model id) are length-capped metadata only.

Related

Supported chains
EVM chains where Thirdfy catalog actions execute today. Chain IDs, lanes, and venue links.
Install
Install @thirdfy/agent-cli globally or via npx; verify with --json.