shine-debug

To debug across context resets, this Skill coordinates symptom gathering and manages dedicated subagents within persistent debugging sessions. It uses checkpoint handling to preserve state, ensuring you resume investigations seamlessly without losing prior diagnostic context.

Structured root-cause reporting is generated through a deterministic workflow that applies flags and agent spawning. This approach surfaces actionable fix plans and guides the resolution process by orchestrating subagents to systematically isolate the underlying issue.

Yes, you can run diagnostics in a diagnose-only mode to safely plan fixes. This mode investigates symptoms and reports root causes without applying changes, and continuation flows are supported to apply the planned fixes only when you are ready.

Subagent orchestration works by spawning dedicated debugger agents within a deterministic workflow. These agents handle checkpoint operations and gather symptoms across sessions, coordinating to investigate bugs and generate structured root-cause reports for guided fixes.

Debugging workflows fail to maintain state across sessions when they lack persistent checkpoint handling. This Skill resolves that by managing dedicated debugging subagents and applying deterministic flags to preserve diagnostic context across context resets.

Yes, the SHINE framework is required as this Skill implements debugging specifically within the SHINE architecture. It leverages SHINE sessions for checkpoint handling, agent spawning, and structured root-cause reporting to guide fixes.