AI-Dependent Architecture

AI should be treated as a slow, nondeterministic, and potentially unreliable dependency. Recommended patterns for AI-dependent systems include queues, workers, timeouts, circuit breakers, fallback paths, observability, and SLOs. Every AI r…

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AI should be treated as a slow, nondeterministic, and potentially unreliable dependency. Recommended patterns for AI-dependent systems include queues, workers, timeouts, circuit breakers, fallback paths, observability, and SLOs. Every AI request should be tracked with OpenTelemetry. Complex generated code should trigger mandatory human review when it exceeds a cyclomatic complexity threshold. AI services should not be called directly in critical request paths without safeguards.