diff --git a/README.md b/README.md
index e658206..d83fed0 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # openadapt-retrieval
 
-[![Build Status](https://github.com/OpenAdaptAI/openadapt-retrieval/workflows/Publish%20to%20PyPI/badge.svg?branch=main)](https://github.com/OpenAdaptAI/openadapt-retrieval/actions)
+[![Build Status](https://github.com/OpenAdaptAI/openadapt-retrieval/actions/workflows/publish.yml/badge.svg)](https://github.com/OpenAdaptAI/openadapt-retrieval/actions/workflows/publish.yml)
 [![PyPI version](https://img.shields.io/pypi/v/openadapt-retrieval.svg)](https://pypi.org/project/openadapt-retrieval/)
 [![Downloads](https://img.shields.io/pypi/dm/openadapt-retrieval.svg)](https://pypi.org/project/openadapt-retrieval/)
 [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
@@ -14,7 +14,7 @@ Multimodal demo retrieval using VLM embeddings for GUI automation.
 
 **Key Features:**
 - **Multimodal Embeddings**: Embed text, images, or both into a shared vector space
-- **Qwen3-VL-Embedding Support**: Primary embedder using Alibaba's state-of-the-art VLM
+- **Qwen3-VL-Embedding Support**: Primary embedder using Alibaba's Qwen3-VL model
 - **Matryoshka Representation Learning (MRL)**: Flexible embedding dimensions (512-8192)
 - **FAISS Integration**: Fast similarity search with support for large demo libraries
 - **Persistence**: Save and load indices with embeddings and metadata