Different failure domains require different mitigations. Retrying a poor retrieval result is not the same as retrying a transient provider timeout.
FOUNDATIONAI SRE
Understand AI Failure Domains
AI failures can originate from application logic, model behavior, retrieval, tools, providers, infrastructure, data or policy controls.
A chatbot outage might actually be a vector database latency spike, a provider rate limit, an expired tool credential or a newly deployed prompt.
Does incident triage classify failures by domain before applying generic retries or restarts?
REMEMBERTreat AI as a distributed system with additional semantic failure modes.
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