inference

Complete guide to optimizing MoE inference based on MoE-Inference-Bench research (arXiv 2508.17467, 2024).

Skills
AI research
1

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

Install the skill (command above).
In Claude Code, describe what you need - the skill turns on by itself when the context fits.
No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/inference && curl -fsSL https://doutorai.pt/data/lib/skills__inference.md -o .claude/skills/inference/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

# MoE Inference Optimization

Complete guide to optimizing MoE inference based on MoE-Inference-Bench research (arXiv 2508.17467, 2024).

## Table of Contents
- Performance Metrics
- vLLM Optimizations
- Quantization
- Expert Parallelism
- Optimization Techniques
- Production Deployment

## Performance Metrics

**Source**: MoE-Inference-Bench (arXiv 2508.17467)

### Key Metrics

1. **Time to First Token (TTFT)**
   - Latency until first token generated
   - Critical for user experience

2. **Inter-Token Latency (ITL)**
   - Time between consecutive tokens
   - Affects streaming experience

3. 

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