production-examples

Real-world production deployments using Megatron-Core and Megatron-LM.

Skills
AI research
3

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/production-examples && curl -fsSL https://doutorai.pt/data/lib/skills__production-examples.md -o .claude/skills/production-examples/SKILL.md

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

Content

# Production Examples

Real-world production deployments using Megatron-Core and Megatron-LM.

## Meta LLaMA 3

### Overview
- **Models**: 8B, 70B, 405B parameters
- **Training Infrastructure**: Two 24,000 H100 GPU clusters
- **Total Investment**: Massive scale, months of training
- **Training Data**: 15 trillion tokens for 405B model
- **Status**: Production deployed (llama.meta.com)

### LLaMA 3.1 405B - Largest Open Model

**Architecture**:
```yaml
Parameters: 405 billion
Layers: 126
Hidden size: 16384
Attention heads: 128
Query groups: 8 (GQA)
FFN size: 53248
Vocabulary: 128,256 tokens
Max

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