Debugging Strategies

Debugging Strategies

Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches.

Use this skill when

• Tracking down elusive bugs
• Investigating performance issues
• Debugging production incidents
• Analyzing crash dumps or stack traces
• Debugging distributed systems

Do not use this skill when

• There is no reproducible issue or observable symptom
• The task is purely feature development
• You cannot access logs, traces, or runtime signals

Instructions

• Reproduce the issue and capture logs, traces, and environment details.
• Form hypotheses and design controlled experiments.
• Narrow scope with binary search and targeted instrumentation.
• Document findings and verify the fix.
• If detailed playbooks are required, open resources/implementation-playbook.md.

Resources

• resources/implementation-playbook.md for detailed debugging patterns and checklists.

AGI Framework Integration

Adapted for @techwavedev/agi-agent-kit Original source: antigravity-awesome-skills

Memory-First Protocol

Retrieve prior error resolutions and debugging strategies. The hybrid search excels here — BM25 finds exact error codes/stack traces while vectors find semantically similar past issues.

# Check for prior debugging/diagnostics context before starting
python3 execution/memory_manager.py auto --query "error patterns and debugging solutions for Debugging Strategies"

Storing Results

After completing work, store debugging/diagnostics decisions for future sessions:

python3 execution/memory_manager.py store \
  --content "Root cause: memory leak from unclosed DB connections in pool — fixed with context manager" \
  --type error --project <project> \
  --tags debugging-strategies debugging

Multi-Agent Collaboration

Store error resolutions so any agent encountering the same issue retrieves the fix instantly instead of re-debugging.

python3 execution/cross_agent_context.py store \
  --agent "<your-agent>" \
  --action "Debugged and resolved critical issue — root cause documented for future reference" \
  --project <project>

Self-Annealing Loop

When this skill resolves an error, store the fix in memory AND update the relevant directive. The system gets stronger with each resolved issue.

BM25 Exact Match

Error codes, stack traces, and log messages are best found via BM25 keyword search. The hybrid system automatically uses exact matching for these patterns.