cyberneticlibrary

Debug failed prompts with leverage-point analysis

conducty-debugskillsetup L10
Sheshiyer/skill-clusters
What it does

Identify leverage point for fixing failed prompts

Best for

Efficiently diagnosing where a prompt failed (plan/prompt/code level) rather than blindly retrying

Inputs
  • · failed prompt output
  • · prompt text
  • · git diff
Outputs
  • · root cause classification
  • · recommended fix location
Requires
  • · Read
  • · Grep
  • · Bash
Preconditions

Prompt has failed verification or checkpoint

Failure modes
  • · Wrong leverage level identified
  • · Confusion between symptoms and root cause
Trust signals
  • · Structured failure classification framework
  • · 4-phase methodology
  • · Circuit breaker rule