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karpathy/autoresearch vs Lordog/dive-into-llms

Compare karpathy/autoresearch and Lordog/dive-into-llms using the current verified snapshot: positioning, license, deployment, use cases, limitations, and original sources.

karpathy/autoresearch

An autonomous research loop in which an AI agent edits single-file Python training code, runs short 5-minute experiments on a single NVIDIA GPU, and iteratively keeps or discards changes based on a standardized validation metric.

License
License pending
Deployment
Refer to project documentation
Use cases
AI engineers and researchers running automated, single-file training code iterations on a single NVIDIA GPU. · Users needing an autonomous loop that evaluates changes using a fixed 5-minute time budget and validation bits per byte metric on the same compute platform.
Updated
2026-07-22T00:02:52Z

Original project link

Lordog/dive-into-llms

A free, hands-on LLM programming tutorial series derived from Shanghai Jiao Tong University courses, covering topics from prompt engineering and fine-tuning to AI agents and jailbreak attacks. Learners interact with the material through slides and Jupyter Notebooks, requiring existing programming skills.

License
License pending
Deployment
Refer to project documentation
Use cases
Learning & Education
Updated
2026-07-23T20:20:57Z

Original project link

How to choose

First eliminate options that fail required deployment, license, or use-case constraints; then inspect each detail page for limitations and direct evidence.