#continuous-training

Checkpoint evaluation, approval-gated canary promotion, Registry versioning, verified routing recovery and cost/quality KPI contracts.

Production configuration for running NeMo-RL (GRPO) and TRL (DPO) training jobs with labeled preference datasets on Karpenter Spot node pools and Volcano Gang Scheduling.

EKS-based 5-stage pipeline that automatically promotes Langfuse traces to training data and connects GRPO/DPO preference tuning with Canary deployment.

Export approved, redacted Langfuse generations as Parquet candidates and score them using explicit evaluator contracts. Conversion to GRPO/DPO inputs is a separate stage.

Custom model deployment, fine-tuning pipelines, MLOps orchestration, continuous training pipelines