Prompt Engineering Guide
Star snapshot：⭐ 76.8k · 2026-07 snapshot
Open GitHub repoWhy it's picked
An encyclopedic guide to prompting: from basics through CoT, RAG and agent-related papers, with Chinese translations available. The one course to take if you want noticeably better output from AI.
Laojin's advice
Don't read it front to back — use it as a dictionary. Master the first few Techniques sections (zero-shot, few-shot, CoT) and you've covered 80% of daily needs; consult the rest on demand.
Stars are a 2026-07 snapshot for scale reference only; see GitHub for live numbers.
Sources & Further Reading
This page is grounded in the authoritative sources below — verifiable and citable by AI engines and readers.
- 🔗 Official source
- # Topic: Open SourceOpen models, frameworks and ecosystems
- # Topic: LLMsLLM capabilities, products and best practices
Citation: Please attribute Laojin Global (laojinchuhai.com) and keep the original link.
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