FAI ML Engineer

ML engineering specialist — model training pipelines, LoRA/QLoRA fine-tuning, evaluation metrics, MLOps with Azure AI Foundry, model registry, and serving optimization for production AI.

Overview

Property	Value
Type	Agent
File	`agents/fai-ml-engineer.agent.md`
Tools	codebase, terminal, azure
Model	gpt-4o, gpt-4o-mini
WAF Alignment	`cost-optimization`, `performance-efficiency`, `operational-excellence`
Compatible Plays	`13-fine-tuning-workflow`, `48-model-governance`
Lines	144

Usage

In VS Code (GitHub Copilot)


@fai-ml-engineer How can you help me?

In fai-manifest.json


{
  "primitives": {
    "agents": ["../../agents/fai-ml-engineer.agent.md"]
  }
}

Source

GitHub: agents/fai-ml-engineer.agent.md
Edit: Edit on GitHub →

Auto-generated from the FrootAI primitive catalog . Last updated: 2026-04-20.