gsd-debug

To debug persistent or flaky bugs across multiple sessions, this Skill orchestrates symptom collection, spawns specialized subagents, and uses checkpoint-driven workflows to isolate root causes while preserving user context. It systematically handles integration failures across files and configurations.

Diagnosing root causes for complex integration failures requires a staged multi-agent workflow that enforces flag parsing, session checks, and agent orchestration. It coordinates symptom gathering and checkpoint handling to surface a verified root cause and safe remediation plan.

Multi-agent debugging works by orchestrating specialized debugger subagents to handle symptom collection and root-cause analysis across sessions. It applies a staged workflow with checkpoint handling to surface verified root causes while preserving user context.

Yes, you can use automated hypothesis testing for root-cause analysis on flaky behavior. This Skill orchestrates symptom gathering and subagent execution through a staged workflow, applying checkpoint handling to verify hypotheses and surface safe remediation plans for failing systems.

Persistent-state debugging helps when context resets interrupt issue tracking by maintaining session state and checkpoint handling across resets. It coordinates symptom collection and subagent execution to ensure systematic root-cause discovery continues without losing prior debugging context.

A staged multi-agent workflow for software debugging requires structured flag parsing and session checks to function correctly, meaning unstructured issue descriptions may not trigger proper agent orchestration. It is designed for persistent bugs and integration failures rather than simple syntax errors.