Continuously improve agentic workflows

triple-loop-learningskillsetup L43
richfrem/agent-plugins-skills
What it does

Govern autonomous system meta-learning feedback

Best for

When you want autonomous continuous improvement of system instructions based on objective headless benchmarks.

Inputs
  • · search query
Outputs
  • · report
  • · structured results
Requires
  • · LLM CLI
  • · Python
  • · Bash CLI
Preconditions
  • · Python 3.8+ installed
  • · Bash/shell environment
Failure modes
  • · External tool missing → fails with dependency error
Trust signals
  • · Workflow-driven execution with gates
  • · Step-by-step execution protocol
  • · UAT/testing built-in