Use each signature as a diagnostic starting point. A code identifies a logical failure path; the exact model, full panic context and bench measurements determine the physical repair.
How to use the library
Start with the full panic family, not an isolated keyword.
Keep the device identifier beside every sensor or bus token.
Confirm likely parts with inspection, measurement or a known-good compatible assembly.
Treat confidence as evidence strength, not a repair guarantee.