diff --git a/README.md b/README.md
index 579b0a62..0bfc7e60 100644
--- a/README.md
+++ b/README.md
@@ -13,9 +13,7 @@
-**Vectorless** is an ultra-performant reasoning-native document intelligence engine for AI, with the core written in Rust. It transforms documents into rich semantic trees and uses LLMs to intelligently traverse the hierarchy — retrieving the most relevant content through structural reasoning and deep contextual understanding.
-
-
+**Vectorless** is a reasoning-native document intelligence engine written in Rust — **no vector database, no embeddings, no similarity search**. It transforms documents into hierarchical semantic trees and uses LLMs to navigate the structure, retrieving the most relevant content through deep contextual understanding instead of vector math.
## Quick Start
@@ -40,7 +38,7 @@ from vectorless import Engine, IndexContext
# Create engine with a workspace directory
engine = Engine(workspace="./data")
-# Index a document (PDF, Markdown, DOCX, HTML)
+# Index a document (PDF or Markdown)
result = engine.index(IndexContext.from_file("./report.pdf"))
doc_id = result.doc_id
@@ -84,6 +82,7 @@ async fn main() -> vectorless::Result<()> {
## Examples
+
See [examples](examples/) for more and stay tuned.
## Contributing
diff --git a/docs/design/logo-title.svg b/docs/design/logo-title.svg
deleted file mode 100644
index aaf3fbd1..00000000
--- a/docs/design/logo-title.svg
+++ /dev/null
@@ -1,4 +0,0 @@
-
diff --git a/docs/design/positioning.svg b/docs/design/positioning.svg
deleted file mode 100644
index 8087fb27..00000000
--- a/docs/design/positioning.svg
+++ /dev/null
@@ -1,71 +0,0 @@
-
