cyberneticlibrary

Debug AI agent failures

agent-introspection-debuggingskillsetup L20
Sheshiyer/skill-clusters
What it does

Debug agent reasoning state transparently

Best for

Automating browser interactions or debugging agent reasoning state with transparent step-by-step trace.

Inputs
  • · file|module|project scope
  • · live page URL
  • · test hypothesis statement
Outputs
  • · prioritized violation report
  • · code fixes or worklist
  • · execution log or transcript
  • · accessibility audit findings
  • · refactoring plan
Requires
  • · GitHub API
  • · AST-Grep
  • · Git
Preconditions

Agent runtime initialized with message queue and optional model service

Failure modes
  • · Agent process hangs or infinite loop
  • · Communication channel deadlock
  • · Memory or CPU exhaustion
Trust signals
  • · Includes regression test safety gates
  • · Leverages LSP and AST-based code analysis
  • · Includes post-execution verification step
  • · Optimizes for memory and CPU efficiency