Docs/05 multi agent systems/frameworks/crewai/README

CrewAI Production Integration

Version: 1.0.0 | Last updated: 2026-07-16

Purpose

Apply OAIES controls when CrewAI crews or flows are selected as the orchestration layer.

Why

Role and delegation abstractions are application structure, not security boundaries. Production safety still requires external identity, policy, state, provenance, and budget enforcement.

How

Use Flows for explicit state and event routing; define Pydantic state schemas and deterministic completion conditions. Disable unconstrained delegation, wrap tools with policy checks and idempotency, and persist checkpoints in a tenant-scoped durable store. Attach authenticated identity, task, delegation, budget, and provenance metadata to every event and output.

Tradeoffs

Crews provide rapid role composition but increase emergent routing. Prefer a Flow with explicit transitions whenever correctness or auditability is more important than open-ended collaboration.

Anti-patterns

  • Treating role names or backstories as access controls.
  • Enabling delegation without depth, audience, and budget attenuation.
  • Depending on framework memory as the system of record.

Enterprise Considerations

Review telemetry and hosted-service data paths before enabling them. Pin dependencies, scan tool plugins, and keep framework-neutral state and audit exports.

Checklist

  • Flow state schema and terminal outcomes are explicit.
  • Delegation and tools are externally authorized and bounded.
  • Persistence is tenant-scoped, encrypted, and recoverable.
  • Telemetry, data residency, and dependency risks are approved.

References

Changelog

  • 1.0.0 β€” 2026-07-16: Initial production integration standard.