diff --git a/README.md b/README.md
index 627fec0..626b3c6 100755
--- a/README.md
+++ b/README.md
@@ -71,6 +71,11 @@ source .venv/bin/activate
 uv pip install leann
 ```
 
+> Low-resource setup: No local GPU? That's fine.
+> - Use OpenAI embeddings (`--embedding-mode openai --embedding-model text-embedding-3-small`) for fast indexing without local compute.
+> - Or run remote builds with SkyPilot using the template at `sky/leann-build.yaml` (see Configuration Guide for details).
+> - If build/search is slow, consider these two options or disable recomputation with `--no-recompute` (trade storage for speed).
+
 <details>
 <summary>
 <strong>🔧 Build from Source (Recommended for development)</strong>
@@ -545,17 +550,6 @@ Options:
 
 **Backends:** HNSW (default) for most use cases, with optional DiskANN support for billion-scale datasets.
 
-### Cloud Builds with SkyPilot (Optional)
-
-If your local machine lacks a GPU or you want faster embedding/index builds, you can run LEANN builds on a cloud GPU VM using SkyPilot. A ready-to-use template is provided at `sky/leann-build.yaml`.
-
-```bash
-sky launch -c leann-gpu sky/leann-build.yaml
-sky exec leann-gpu -- "leann build my-index --docs ~/leann-data --backend hnsw --complexity 64 --graph-degree 32"
-```
-
-See the configuration guide section “Running Builds on SkyPilot (Optional)” for details.
-
 ## Benchmarks
 
 
diff --git a/docs/configuration-guide.md b/docs/configuration-guide.md
index 989bdf4..2d97fae 100644
--- a/docs/configuration-guide.md
+++ b/docs/configuration-guide.md
@@ -261,7 +261,7 @@ The key is finding the right balance for your specific use case. Start small and
 
 ## Deep Dive: Critical Configuration Decisions
 
-### When to Disable Recomputation
+### When to Disable Recomputation (Low-resource tip)
 
 LEANN's recomputation feature provides exact distance calculations but can be disabled for extreme QPS requirements:
 
@@ -284,7 +284,7 @@ You can offload embedding generation and index building to a cloud GPU VM using
 
 ### Quick Start
 
-1) Install SkyPilot by following their docs (`pip install skypilot`, then configure cloud credentials).
+1) Install SkyPilot by following their docs (`pip install skypilot`), then configure cloud credentials.
 
 2) Use the provided SkyPilot template: