# Evaluation Findings

Evidence:

- Automated tests cover core runtime, artifacts, deployments, CLI, JSON-RPC,
  source providers, and examples.
- A 36-trial audited agent challenge campaign evaluated the product-facing CLI
  under bounded conditions.
- Manual audit flags separate product-surface success from source-code or prior
  answer reads.

Limitations:

- Agent challenge runs are operational evidence, not a controlled model study.
- The campaign used small sample sizes and changing prototype snapshots.
- The prototype does not claim production security, scheduling, RBAC, or a
  general autonomous planning algorithm.