FAI Ray Expert

Ray distributed computing specialist — Ray Serve for model serving, Ray Tune for hyperparameter optimization, Ray Data for preprocessing, and distributed training/inference at scale.

Overview

Property	Value
Type	Agent
File	`agents/fai-ray-expert.agent.md`
Tools	codebase, terminal
Model	gpt-4o, gpt-4o-mini
WAF Alignment	`performance-efficiency`, `cost-optimization`
Compatible Plays	`12-model-serving-aks`, `13-fine-tuning-workflow`
Lines	148

Usage

In VS Code (GitHub Copilot)


@fai-ray-expert How can you help me?

In fai-manifest.json


{
  "primitives": {
    "agents": ["../../agents/fai-ray-expert.agent.md"]
  }
}

Source

GitHub: agents/fai-ray-expert.agent.md
Edit: Edit on GitHub →

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