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Worker Relationship Management (WRM)

Raytio's Worker Relationship Management (WRM) module describes every worker — human or AI — and everything required to spin one up: role, template, system prompt, model stack, and toolset. WRM brings structured worker identity and resource management into the platform with the same access control and multi-tenancy guarantees as the rest of Raytio.

What you will find here​

Explanation​

Conceptual documentation that explains how the WRM module works:

  • Worker Management Overview — what WRM is, the key concepts, and how the pieces fit together
  • Worker Definitions and Workers — how templates and instances work, and how to create custom worker definitions
  • Providers, Models, and Credentials — the three-tier model stack and how to manage provider credentials
  • Role Memories — what role memories are, how they are used, and how to write effective memory entries
  • Agent Runs — what agent runs track, the run lifecycle, run steps, and run artifacts
  • Eval Scorers — how quality evaluation works, scorer types, and built-in scorers
  • Cost Management — budget hierarchy, provider failover, circuit breakers, and cost tracking
  • Guardrails — automated safety checks before and after agent dispatch, built-in and custom guardrails
  • Human-in-the-Loop — risk levels, approval gates, and human oversight for high-risk changes
  • Orchestration — supervisor pattern, DAG-aware parallel dispatch, and epic auto-completion