Structured Output Local LLM Tactics That Survive Production
Structured output local LLM enforcement means choosing JSON mode, grammar decoding, or tool-calling. Each trades latency, throughput, and reliability.
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Structured output local LLM enforcement means choosing JSON mode, grammar decoding, or tool-calling. Each trades latency, throughput, and reliability.
Run AI models locally on Mac with MLX and Nativ. A trade-off framework for when on-device inference beats APIs on cost, privacy, and latency.