Real production failures originate in
the infrastructure, not the model.
Diagnostic Failure Tree
Stochastic Model Output
Logic
Recursive reasoning loops
Workflow deadlocks
Action
Tool hallucinations
Retry storms
Cost explosions
State
Context drift
Memory poisoning
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