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model - AI Model Development and Fine-tuning

Develops and fine-tunes AI models for specific tasks and domains.

Tags

Updated: 2026-02-14

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • design datasets
  • clean data
  • perform supervised fine-tuning
  • implement preference optimization
  • configure LoRA/QLoRA
  • set up training configurations
  • conduct evaluation
  • perform safety checks
  • package for deployment
  • analyze trade-offs

Inputs

  • base model
  • dataset
  • hardware resources
  • license constraints
  • inference stack

Outputs

  • data specifications
  • training plan
  • evaluation plan
  • deployment plan

Requirements

  • GPU hardware
  • model license compatibility
  • inference stack support

Source

  • Spec: SKILL.md

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AI/ML
model training
fine-tuning
machine learning
design datasets
clean data
perform supervised fine-tuning
implement preference optimization
base model
dataset
hardware resources
data specifications
training plan
evaluation plan