Investigation Patterns

An evidence-based approach to debugging code relies on gathering concrete file:line references and confidence metrics instead of guessing. It provides a structured workflow to systematically collect proof, synthesize findings, and perform rigorous root-cause analysis.

To systematically analyze an unfamiliar codebase, apply a phased investigation workflow: classify the scope, collect evidence with file:line references, synthesize metrics, and follow a structured debugging workflow to validate design decisions and understand architecture without guessing.

The best way to investigate root-cause issues is using a deterministic, phase-driven workflow that prioritizes structured evidence collection and metrics-driven synthesis. This ensures thorough analysis and yields actionable debugging guidance for troubleshooting bugs.

Yes, you can use a phased investigation workflow for architecture validation. The approach is applicable across architecture, implementation, and design tasks, providing metrics-driven synthesis to rigorously verify design decisions within a defined scope.

To collect evidence when troubleshooting bugs, follow structured guidelines to gather specific file:line references, assign confidence metrics to findings, and define a clear investigation scope. This ensures a rigorous, verifiable debugging process.