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humanlayer/12-factor-agents vs rohitg00/ai-engineering-from-scratch

Compare humanlayer/12-factor-agents and rohitg00/ai-engineering-from-scratch 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

rohitg00/ai-engineering-from-scratch

A 503-lesson open-source curriculum that teaches AI engineering from foundational math to autonomous swarms, with each lesson producing a reusable artifact. The curriculum requires coding knowledge and spans Python, TypeScript, Rust, and Julia.

License
MIT
Deployment
Refer to project documentation
Use cases
Learning & Education
Updated

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.