diff --git a/README.md b/README.md index 036564f..c88d10b 100755 --- a/README.md +++ b/README.md @@ -12,7 +12,7 @@ The smallest vector index in the world. RAG Everything with LEANN! -LEANN is a revolutionary vector database that makes personal AI accessible to everyone. Transform your laptop into a powerful RAG system that can index and search through millions of documents while using **97% less storage** than traditional solutions. +LEANN is a revolutionary vector database that makes personal AI accessible to everyone. Transform your laptop into a powerful RAG system that can index and search through millions of documents while using **97% less storage** than traditional solutions **without accuracy loss**. RAG your **[emails](#-search-your-entire-life)**, **[browser history](#-time-machine-for-the-web)**, **[WeChat](#-wechat-detective)**, or 60M documents on your laptop, in nearly zero cost. No cloud, no API keys, completely private. @@ -29,10 +29,11 @@ RAG your **[emails](#-search-your-entire-life)**, **[browser history](#-time-mac 🔒 **Privacy:** Your data never leaves your laptop. No OpenAI, no cloud, no "terms of service". -⚡ **Speed:** Real-time search on consumer hardware. No server setup, no configuration hell. +ðŸŠķ **Lightweight:** Minimal resource requirements - runs smoothly on any laptop without specialized hardware. -📈 **Scale:** Handle datasets that would crash traditional vector DBs on your laptop. +📈 **Scalability:** Orgnize our messy personal data that would crash traditional vector DBs, with performance that gets better as your data grows more personalized. +âœĻ **No Accuracy Loss:** Maintain the same search quality as heavyweight solutions while using 97% less storage. ## Quick Start in 1 minute @@ -85,7 +86,9 @@ ollama pull llama3.2:1b You can also replace `llama3.2:1b` to `deepseek-r1:1.5b` or `qwen3:4b` for better performance but higher memory usage. -## RAG Your Life +## Dead Simple API + +Just 3 lines of code. Our declarative API makes RAG as easy as writing a config file: ```python from leann.api import LeannBuilder, LeannSearcher