From bda028cc1b3e031f6afb512866ea7eb8ee426ac8 Mon Sep 17 00:00:00 2001 From: Andy Lee Date: Sat, 19 Jul 2025 21:02:25 -0700 Subject: [PATCH] docs: polish --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index f8bd594..43142b1 100755 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@ LEANN is a revolutionary vector database that makes personal AI accessible to ev 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. -LEANN achieves this through *graph-based selective recomputation* with *high-degree preserving pruning* and *dynamic batching*, computing embeddings on-demand instead of storing them all. [Read more →](#ïļ-architecture--how-it-works) +LEANN achieves this through *graph-based selective recomputation* with *high-degree preserving pruning*, computing embeddings on-demand instead of storing them all. [Read more →](#ïļ-architecture--how-it-works) ## Why LEANN? @@ -32,7 +32,7 @@ LEANN achieves this through *graph-based selective recomputation* with *high-deg ðŸŠķ **Lightweight:** Minimal resource requirements - runs smoothly on any laptop without specialized hardware. -📈 **Scalability:** Orgnize our messy personal data that would crash traditional vector DBs, with performance that gets better as your data grows more personalized. +📈 **Scalability:** Organize 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.