Section 1: The Strategic Imperative of Predictive Maintenance in Industry 4.0 The advent of Industry 4.0, characterized by the convergence of digital technologies with industrial processes, has fundamentally reshaped…
A production 2026 pattern for LLM output validation: constrained decoding, JSON-schema structured outputs, guardrails, and self-repair loops that actually hold.
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