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nemotron-customize - Configure and chain Nemotron customization pipelines

Plans, configures, validates, and chains existing Nemotron customization steps into single-step or multi-step pipelines.

Tags

Updated: 2026-10-02

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Route Nemotron customization requests
  • Plan step pipelines
  • Match artifact dependencies
  • Validate step configurations
  • Create YAML configuration files
  • Emit execution commands
  • Evaluate trained checkpoints
  • Evaluate hosted endpoints

Inputs

  • Nemotron repository checkout
  • Customization request
  • Model or checkpoint
  • Data paths
  • Output directory
  • Hardware and GPU count
  • Environment profile TOML
  • Hosted-service auth variable

Outputs

  • Pipeline plan
  • Artifact wiring validation
  • YAML configuration files
  • Execution commands
  • Blocked handoff
  • Evaluation results

Requirements

  • Nemotron repository with src/nemotron/steps/
  • uv command availability
  • Matching environment profile for remote execution
  • Required hosted-service authentication
  • Concrete execution parameters

Source

  • Spec: SKILL.md
nemotron
model customization
training
pipelines
fine-tuning
evaluation
Route Nemotron customization requests
Plan step pipelines
Match artifact dependencies
Validate step configurations
Nemotron repository checkout
Customization request
Model or checkpoint
Pipeline plan
Artifact wiring validation
YAML configuration files