OpenAI’s July 2 fine-tuning cutoff blocks new training jobs for organizations that have not recently used fine-tuned models. Existing deployed fine-tunes are not being shut off immediately, but developers now have a clear deadline to audit custom models, preserve active projects, and decide whether prompts, retrieval, tools, or another training path should replace self-serve fine-tuning.