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Applied AI·July 6, 2026·1 min read

Not everything should cost a token: the case for deterministic AI

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The push for deterministic AI is a reminder that not every workflow wants probabilistic outputs and token-metered pricing. For operators, the design question is where you need guaranteed, repeatable behavior—and whether a simpler rules engine or compiled model beats a chat-style LLM endpoint.