diff --git a/Cargo.lock b/Cargo.lock
index b9a951c..11ae1e1 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -4,7 +4,7 @@ version = 4
 
 [[package]]
 name = "Ryx"
-version = "0.1.1"
+version = "0.1.2"
 dependencies = [
  "criterion",
  "once_cell",
diff --git a/Cargo.toml b/Cargo.toml
index 213363b..1333102 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "Ryx"
-version = "0.1.1"
+version = "0.1.2"
 edition = "2024"
 description = "Ryx ORM — a Django-style Python ORM powered by sqlx (Rust) via PyO3"
 license = "MIT OR Apache-2.0"
diff --git a/README.md b/README.md
index 20e5791..65022a6 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,5 @@
 <p align="center">
-  <img src="logo.svg" alt="Ryx ORM" width="80" height="80" />
+  <img src="https://github.com/AllDotPy/Ryx/blob/master/logo.svg?raw=true" alt="Ryx ORM" width="80" height="80" />
 </p>
 
 <h1 align="center">Ryx ORM</h1>
@@ -78,7 +78,7 @@ async with ryx.transaction():
 ## Architecture
  
 <p align="center">
-   <img src="ryx_architecture.svg" alt="Ryx Architecture" width="100%" />
+   <img src="https://github.com/AllDotPy/Ryx/blob/master/ryx_architecture.svg?raw=true" alt="Ryx Architecture" width="100%" />
 </p>
  
 Your Python queries are compiled to SQL in Rust, executed by sqlx, and decoded back — all without blocking the Python event loop.
diff --git a/pyproject.toml b/pyproject.toml
index 165e779..b41edc2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,7 +19,7 @@ build-backend = "maturin"
 
 [project]
 name = "ryx"
-version = "0.1.3"
+version = "0.1.4"
 description = "A Django-style Python ORM powered by sqlx (Rust) via PyO3."
 readme = "README.md"
 requires-python = ">=3.10"
@@ -50,7 +50,7 @@ dependencies = [
 
 [project.urls]
 Homepage = "https://github.com/AllDotPy/Ryx"
-Documentation = "https://github.com/AllDotPy/Ryx#readme"
+Documentation = "https://ryx.alldotpy.com"
 Repository = "https://github.com/AllDotPy/Ryx"
 Issues = "https://github.com/AllDotPy/Ryx/issues"