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nemotron-customize - Configure Nemotron customization pipelines

Plans, configures, validates, runs, and submits existing Nemotron customization steps and multi-step pipelines.

Tags

Updated: 2026-10-02

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Plan customization pipelines
  • Route Nemotron steps
  • Match pipeline artifacts
  • Validate artifact wiring
  • Create YAML configurations
  • Run existing steps
  • Submit remote executions
  • Evaluate model endpoints

Inputs

  • Nemotron repository checkout
  • Model or checkpoint
  • Data paths
  • Output directory
  • Hardware or GPU count
  • Environment profile TOML
  • Authentication environment variable
  • User-approved pipeline plan

Outputs

  • Pipeline plan
  • YAML configuration files
  • Execution commands
  • Validation results
  • Remote execution submissions
  • Blocked handoffs

Requirements

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

Source

  • Spec: SKILL.md
Nemotron
model customization
training pipelines
fine-tuning
model evaluation
Plan customization pipelines
Route Nemotron steps
Match pipeline artifacts
Validate artifact wiring
Nemotron repository checkout
Model or checkpoint
Data paths
Pipeline plan
YAML configuration files
Execution commands