Unverified50% confidenceConceptExact time
A controlled runtime refers to a set of infrastructure that uniformly manages model fine-tuning, deployment, inference, monitoring and version rollback, turning open models from "research-grade weights" into "auditable production systems".
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10/12/2026
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