Automatic failure reporting becomes noise if every warning opens an incident.

Lizard's Major Failure Intelligence path is reserved for critical conditions: failed model initialization, corrupted GGUFs, unsupported hardware, repeated crashes, and unrecoverable runtime errors. Minor warnings remain local diagnostics.

The threshold protects both user trust and engineering attention.

Which failure classes in your product deserve automatic escalation?

Engineering fact: Lizard's Major Failure Intelligence classifies incidents and creates a Ticket ID only for critical conditions such as failed initialization, corrupted GGUFs, unsupported hardware, or unrecoverable runtime failures.

Read the relevant Lizard page

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