Why Probabilistic AI Needs Deterministic Control

Short summary

The author argues that probabilistic LLMs need deterministic control systems in production, especially for finance and enterprise workflows. They propose a pattern with a validation gateway, automated circuit breaker, and immutable ledger wrapping the AI model. The core message: build deterministic guardrails first, then let the LLM operate within them.

• •LLMs don't natively enforce business logic or compliance
• •Proposes validation gateway, circuit breaker, and immutable audit ledger as deterministic wrapper
• •Very short post with conceptual framework but no implementation detail

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