cyberneticlibrary
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Autonomous ML research loop

{PROJECT_NAME}-autoresearchworkflowsetup L3★7
ACautomata/autoresearch-bootstrap ↗
What it does

Autonomous ML research loop for {PROJECT_NAME}

Best for

Use when workflow operations need {PROJECT_NAME} autoresearch.

Inputs
  • · args object with workflow parameters
Outputs
  • · structured JSON with findings or results
Preconditions

Valid args; agent dispatch configured; schema validation enabled

Failure modes
  • · Invalid or missing args
  • · Agent dispatch error
  • · Schema validation failure
  • · Token budget exceeded
  • · Barrier/gate failure
Trust signals
  • · Structured output schemas
  • · Multi-phase barriers
  • · Adversarial verification
  • · Specialized agent lenses