diff --git a/assets/img/architecture.png b/assets/img/architecture.png
index a0b1b3c..8dbcf2c 100644
Binary files a/assets/img/architecture.png and b/assets/img/architecture.png differ
diff --git a/pyproject.toml b/pyproject.toml
index 5683c81..2344f61 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ build-backend = "setuptools.build_meta"
 [project]
 name = "vastorbit"
 # Keep this in sync with vastorbit/__init__.py (__version__).
-version = "0.1.0"
+version = "0.1.0b2"
 description = "VAST Orbit simplifies data exploration, data cleaning, and machine learning in the VAST DataBase using in-database analytics."
 readme = "README.md"
 requires-python = ">=3.12"
diff --git a/vastorbit/__init__.py b/vastorbit/__init__.py
index f7c74b2..ec322d7 100755
--- a/vastorbit/__init__.py
+++ b/vastorbit/__init__.py
@@ -10,7 +10,7 @@
 )
 __url__: str = "https://github.com/vast-data/Orbit/"
 __license__: str = "Apache License, Version 2.0"
-__version__: str = "0.1.0"
+__version__: str = "0.1.0b2"
 __codecov__: float = 0.4725
 
 from vastorbit._config.config import get_option, set_option