10 tagged sft, measured the same way as everything else here.
Browse within: Post-Training 5fine-tuning 5
Skill Claude CodeCodex
Stage 4 of the Clinical ASR Flywheel. Use when priority KER is above 0.3 to run stock NeMo SFT on Parakeet TDT v2 and offline cycle N+1 re-eval. NOT for generic word boosting (use /finetune-asr).
Skill Claude CodeCodex
Pi overlay for diagnosing Tinker training, renderer, and deploy issues. Use when training is slow, hung, mismatched vs vLLM/SGLang, or an error is opaque. Canonical triage lives in Tinker Cookbook.
Skill Claude CodeCodex
Sample, evaluate, and post-train Inkling and Inkling-Small from Pi. Use when the user mentions Inkling, tml-renderers, TMLv0, thinking effort, Inkling-Small, or Inkling audio/images. Load before writing Inkling training or eval code.
Skill Claude CodeCodex
Pi overlay for Tinker post-training. Use when the user wants to plan SFT/RL/DPO/distillation, pick a model, or run experiments from Pi. Canonical methodology lives in Tinker Cookbook — do not reinvent it here.
Skill Claude CodeCodex
Stage 4 of the Clinical ASR Flywheel. Use when priority KER is above 0.3 to run stock NeMo SFT on Parakeet TDT v2 and offline cycle N+1 re-eval. NOT for generic word boosting (use /finetune-asr).