cyberneticlibrary

Review curriculum for pedagogical coherence

loopy-ai-class-reviewworkflowsetup L22
ray-amjad/ray-os
What it does

Execute loopy ai class review workflow

Best for

Automating loopy ai class review workflows.

Inputs
  • · args (workflow configuration)
Outputs
  • · result per phase
Preconditions
  • · Workflow orchestration runtime
Failure modes
  • · Phase agent fails or returns invalid schema
  • · Review gates exhausted — changes blocked
  • · Tool/API unavailable
  • · Resource limits (token budget, concurrency ceiling)
Trust signals
  • · Adversarial review gates filter false positives