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humanlayer/12-factor-agents vs Lordog/dive-into-llms

Compare humanlayer/12-factor-agents and Lordog/dive-into-llms using the current verified snapshot: positioning, license, deployment, use cases, limitations, and original sources.

humanlayer/12-factor-agents

A guide that documents modular principles for engineering LLM applications intended for production use. It targets builders who want to apply specific agent design patterns to existing products without performing a full framework rewrite.

License
License pending
Deployment
Refer to project documentation
Use cases
Learning & Education
Updated
2026-07-17T10:48:48Z

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.