uberrca

Root cause analysis of recurring test failure loops requires building an evidence-backed RCA ladder that rejects proximate causes like model errors and identifies the missing invariant allowing the failure class to repeat. UberRCA enforces this depth-floor check before any patch is proposed.

Agentic workflow timeouts leaving inconsistent work indicate a missing state constraint or recovery gap. Root cause analysis maps these enabling conditions to class-level design causes, enforcing an upstream invariant that prevents the failure rather than just retrying the operation.

Incident response for repeated bugs benefits from a structured RCA ladder moving from symptom to class-level design cause. This approach distinguishes proximate, enabling, and class-level causes, then maps durable fixes to the lowest enforceable layer to make the failure class impossible.

To prove a fix prevents recurrence, root cause analysis applies a self-challenge convergence test requiring the analyst to name an enforceable invariant whose enforcement would make the failure class impossible. A proposed patch is rejected as incomplete if it only addresses a proximate cause.

Blind patching should be halted when a failure family repeats, notably after five consecutive clear test failures. Root cause analysis then preserves evidence, stops further patching, and routes revised hypotheses to planning or routing skills to identify the missing policy or state constraint.

Yes, root cause analysis applies to suspicious edge cases where a proposed patch may be only proximate. It investigates the upstream admission failure and failed invariants, mapping the durable fix to the lowest enforceable layer to eliminate the entire failure class.