---
title: "optimate vs LLMs-from-scratch"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/nebuly-ai-optimate-vs-rasbt-llms-from-scratch"
tools: ["nebuly-ai-optimate", "rasbt-llms-from-scratch"]
---

# optimate vs LLMs-from-scratch

Neutral, constraint-first comparison with live GitHub stats.

| | [optimate](/tools/nebuly-ai-optimate.md) | [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) |
| --- | --- | --- |
| Tagline | A legacy collection of libraries for optimizing AI model performance | Implement a ChatGPT-like LLM in PyTorch from scratch |
| Stars | 8,332 | 98,715 |
| Forks | 619 | 15,148 |
| Open issues | 110 | 4 |
| Language | Python | Jupyter Notebook |
| License | Apache-2.0 | Other |
| Categories | Model Training, Inference & Serving, LLM Frameworks | Model Training, LLM Frameworks |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=nebuly-ai-optimate`](/api/graphcanon/graph?tool=nebuly-ai-optimate)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_