Add README screenshots and clone notes

.gitattributes

@@ -36,3 +36,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+docs/images/smart-workflow.png filter=lfs diff=lfs merge=lfs -text
+docs/images/workbench-overview.png filter=lfs diff=lfs merge=lfs -text

README.md

@@ -34,6 +34,31 @@ This repository packages a local CLIP + FAISS retrieval service for ecommerce bu
 
 ---
 
+## Screenshots
+
+<p align="center">
+  <img src="docs/images/bundle-clip-search.png" alt="Bundle CLIP local listing search UI" width="92%">
+</p>
+
+<p align="center">
+  <em>Local listing search page served by the bundled 9990 runtime.</em>
+</p>
+
+<table>
+  <tr>
+    <td width="50%">
+      <img src="docs/images/smart-workflow.png" alt="Auto Bundle smart workflow">
+    </td>
+    <td width="50%">
+      <img src="docs/images/workbench-overview.png" alt="Temu and 1688 workbench overview">
+    </td>
+  </tr>
+  <tr>
+    <td align="center"><strong>Smart Bundle Workflow</strong></td>
+    <td align="center"><strong>Integrated Workbench</strong></td>
+  </tr>
+</table>
+
 ## What This Is
 
 `bundle-clip` is a self-contained local retrieval bundle used by the Auto Bundle workbench. It combines:
@@ -53,6 +78,8 @@ The pack is designed for fast local review, private experimentation, and offline
 bundle-clip/
 ├─ app/
 │  └─ listing_search.html
+├─ docs/
+│  └─ images/
 ├─ work/
 │  ├─ full_listing_server.py
 │  ├─ stdio_listing_worker.py
@@ -87,6 +114,27 @@ bundle-clip/
 
 Large files are tracked with Git LFS. Run `git lfs pull` after cloning.
 
+## Clone & Update
+
+Yes, you can clone this repository directly. The only catch is that the model weights and FAISS index are stored with Git LFS, so a complete first-time setup should be:
+
+```powershell
+git lfs install
+git clone https://huggingface.co/mikaassa/bundle-clip
+cd bundle-clip
+git lfs pull
+```
+
+If Git LFS is missing, the large assets will look like tiny text pointer files and the server will fail when loading the model or index.
+
+To update an existing local copy later:
+
+```powershell
+cd bundle-clip
+git pull
+git lfs pull
+```
+
 ## Quick Start
 
 ### 1. Clone With LFS

data/full_listing_index/cleaning_report.json

@@ -1,8 +1,3 @@
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-  "dropped_missing": 0,
-  "dropped_short": 7554,
-  "dropped_duplicate": 5540,
-  "updated_at": "2026-08-21 09:13:05"
-}
+version https://git-lfs.github.com/spec/v1
+oid sha256:4dd9b0ece9faa07b1dbda86045f7ea0ab4611f9beb2fe4c5033f07b6accdf3e3
+size 164

data/full_listing_index/progress.json

@@ -1,6 +1,3 @@
-{
-  "completed": 273454,
-  "total": 273454,
-  "status": "complete",
-  "updated_at": "2026-08-21 09:51:05"
-}
+version https://git-lfs.github.com/spec/v1
+oid sha256:9bf653ec4f7d9fe4a7dbcf299058a9007cd3ba98dd1793b6a32d8c71cc0c2b4f
+size 112