tetherless-world · ARMINSHIVES · May 21, 2026 · May 21, 2026 · May 21, 2026 · May 28, 2026
diff --git a/embeddings/PIPELINE_DOCS.md b/embeddings/PIPELINE_DOCS.md
@@ -100,7 +100,7 @@ Text 1 embedding length: 2048
 If this raises `httpx.ConnectTimeout`, you are not on the RPI network. Connect to VPN and retry.
 
 ---
-
+  
 ### Step 3 — Generate embeddings and save as numpy files
 
 **Script:** `embeddings/generate_embeddings.py`
@@ -209,7 +209,13 @@ pip install podman-compose
 
 ### Build the image
 
-Run from the **project root** (one level above `embeddings/`):
+Run from the **project root**:
+
+```bash
+podman build -f embeddings/docker/Containerfile-embeddings -t poem-embeddings embeddings/
+```
+
+Or from inside the `embeddings/` directory:
 
 ```bash
 podman build -f docker/Containerfile-embeddings -t poem-embeddings .
@@ -296,13 +302,29 @@ myproject/
 
 ```bash
 # Build
-podman-compose -f docker/embeddings-compose.yml build
+podman-compose -f embeddings/docker/embeddings-compose.yml build
 
 # Run pipeline
-podman-compose -f docker/embeddings-compose.yml run --rm embeddings pipeline
+podman-compose -f embeddings/docker/embeddings-compose.yml run --rm embeddings pipeline
 
 # Search
-podman-compose -f docker/embeddings-compose.yml run --rm embeddings search "anxiety instruments"
+podman-compose -f embeddings/docker/embeddings-compose.yml run --rm embeddings search "anxiety instruments"
+```
+
+### Browser stack (frontend + backend)
+
+```bash
+# Build both images
+podman-compose -f embeddings/docker/browser-compose.yml build
+
+# Start the full browser stack
+podman-compose -f embeddings/docker/browser-compose.yml up
+
+# Frontend: http://localhost:8080
+# Backend API: internal only (http://poem-browser-backend:8000)
+
+# Tear down
+podman-compose -f embeddings/docker/browser-compose.yml down
 ```
 
 ---

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