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Post-Training Is Changing: The Hybrid Future for SME Trainers

Post-Training Is Changing: The Hybrid Future for SME Trainers

As post-training moves beyond one-off projects, SME trainers face a hybrid future: enterprises develop internal capability and partner externally for scale, coverage, and consistency.

Jan 21, 2026
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From RLHF to Enterprise RL Environments: How Domain Experts Stay Essential in an RLaaS World

From RLHF to Enterprise RL Environments: How Domain Experts Stay Essential in an RLaaS World

As RLaaS and RL environments move into enterprises, domain experts who can operationalize reward semantics, evaluator QA, and trajectory-level evaluation become the constraint.

Jan 15, 2026
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Insight
Why judgment, provenance, and review loops are becoming the key to reliable scale

Why judgment, provenance, and review loops are becoming the key to reliable scale

For a long time, “AI training” was easy to explain. You gathered a big dataset, hired enough people to label it, ran quality checks, and shipped the model. That workflow still exists, but it’s becoming less true in the places where performance actually matters.

Jan 5, 2026
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