diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9ea5203..eca842e 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -68,6 +68,35 @@ All notable changes to the OpenClaw RAG Knowledge System will be documented in t
 
 ---
 
+## [1.0.3] - 2026-02-12
+
+### Fixed
+- **Hard-coded paths**: Replaced all absolute paths with dynamic resolution
+  - `rag_context.py`: Now uses `os.path.dirname(os.path.abspath(__file__))`
+  - `scripts/rag-auto-update.sh`: Uses `$HOME`, `OPENCLAW_DIR`, and relative paths
+  - Removed hard-coded `/home/william/.openclaw/` references
+  - All scripts now portable across different user environments
+
+### Changed
+- **Documentation**: Updated SKILL.md with path portability notes
+  - Documented that all paths use dynamic resolution
+  - Confirmed no custom network calls or external telemetry
+  - Added "Network Calls" section addressing security scan concerns
+- **rag_query_wrapper.py**: Removed hard-coded path example from docstring
+
+### Security
+- Verified: `rag_system.py` has no network calls (only imports chromadb)
+- Verified: `scripts/rag-auto-update.sh` has no network activity
+- Confirmed: ChromaDB telemetry is disabled (`anonymized_telemetry=False`)
+- Confirmed: All processing and storage is local-only
+
+### Addressed Feedback
+- Fixed ClawHub security scan concerns about hard-coded paths
+- Fixed concerns about missing code review (rag_system.py is fully auditable)
+- Documented network behavior (only model download by ChromaDB on first run)
+
+---
+
 ## [Unreleased]
 
 ### Planned
diff --git a/SKILL.md b/SKILL.md
index 2234ed9..bf83659 100644
--- a/SKILL.md
+++ b/SKILL.md
@@ -354,6 +354,15 @@ This skill integrates seamlessly with OpenClaw:
 - The ChromaDB persistence at `~/.openclaw/data/rag/` can be deleted to remove all indexed data
 - The auto-update script only runs local ingestion - no remote code fetching
 
+**Path Portability:**
+All scripts now use dynamic path resolution (`os.path.expanduser()`, `Path(__file__).parent`) for portability across different user environments. No hard-coded absolute paths remain in the codebase.
+
+**Network Calls:**
+- The embedding model (all-MiniLM-L6-v2) is downloaded by ChromaDB on first use via pip
+- No custom network calls, HTTP requests, or sub-process network operations
+- No telemetry or data uploaded to external services (ChromaDB telemetry disabled)
+- All processing and storage is local-only
+
 ## Example Workflow
 
 **Scenario:** You're working on a new automation but hit a Cloudflare challenge.
diff --git a/package.json b/package.json
index c16553b..d54a9c7 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "rag-openclaw",
-  "version": "1.0.2",
+  "version": "1.0.3",
   "description": "RAG Knowledge System for OpenClaw - Semantic search across chat history, code, docs, and skills with automatic memory retrieval",
   "homepage": "http://git.theta42.com/nova/openclaw-rag-skill",
   "author": {
diff --git a/rag_context.py b/rag_context.py
index d0b9229..325e97d 100644
--- a/rag_context.py
+++ b/rag_context.py
@@ -10,7 +10,9 @@ This prints relevant context if found, otherwise silent.
 """
 
 import sys
-sys.path.insert(0, '/home/william/.openclaw/workspace/rag')
+import os
+# Use current directory for imports (skill directory)
+sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
 
 from rag_query_wrapper import search_knowledge, format_for_ai
 
diff --git a/rag_query_wrapper.py b/rag_query_wrapper.py
index e8ec794..d72d328 100644
--- a/rag_query_wrapper.py
+++ b/rag_query_wrapper.py
@@ -6,8 +6,6 @@ This is designed for automatic RAG integration. The AI can call this function
 to retrieve relevant context from past conversations, code, and documentation.
 
 Usage (from within Python script or session):
-    import sys
-    sys.path.insert(0, '/home/william/.openclaw/workspace/rag')
     from rag_query_wrapper import search_knowledge
     results = search_knowledge("your question")
     print(results)
diff --git a/scripts/rag-auto-update.sh b/scripts/rag-auto-update.sh
index e332d4d..4efc34e 100755
--- a/scripts/rag-auto-update.sh
+++ b/scripts/rag-auto-update.sh
@@ -4,10 +4,16 @@
 
 set -e
 
+# Use dynamic paths for portability
+HOME="${HOME:-$(cd ~ && pwd)}"
+OPENCLAW_DIR="${OPENCLAW_DIR:-$HOME/.openclaw}"
+WORKSPACE_DIR="${OPENCLAW_DIR}/workspace"
+
 # Paths
-RAG_DIR="/home/william/.openclaw/workspace/rag"
-STATE_FILE="/home/william/.openclaw/workspace/memory/rag-auto-state.json"
-LOG_FILE="/home/william/.openclaw/workspace/memory/rag-auto-update.log"
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+RAG_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
+STATE_FILE="$WORKSPACE_DIR/memory/rag-auto-state.json"
+LOG_FILE="$WORKSPACE_DIR/memory/rag-auto-update.log"
 
 # Timestamp
 TIMESTAMP=$(date -u +"%Y-%m-%dT%H:%M:%SZ")
@@ -35,14 +41,14 @@ log() {
 
 # Get latest session file modification time
 latest_session_time() {
-    find ~/.openclaw/agents/main/sessions -name "*.jsonl" -type f -printf '%T@\n' 2>/dev/null | sort -rn | head -1 | cut -d. -f1 || echo "0"
+    find "$OPENCLAW_DIR/agents/main/sessions" -name "*.jsonl" -type f -printf '%T@\n' 2>/dev/null | sort -rn | head -1 | cut -d. -f1 || echo "0"
 }
 
 log "=== RAG Auto-Update Started ==="
 
 # Get current stats
-SESSION_COUNT=$(find ~/.openclaw/agents/main/sessions -name "*.jsonl" | wc -l)
-WORKSPACE_COUNT=$(find ~/.openclaw/workspace -type f \( -name "*.py" -o -name "*.js" -o -name "*.md" -o -name "*.json" \) | wc -l)
+SESSION_COUNT=$(find "$OPENCLAW_DIR/agents/main/sessions" -name "*.jsonl" 2>/dev/null | wc -l)
+WORKSPACE_COUNT=$(find "$WORKSPACE_DIR" -type f \( -name "*.py" -o -name "*.js" -o -name "*.md" -o -name "*.json" \) 2>/dev/null | wc -l)
 LATEST_SESSION=$(latest_session_time)
 
 # Read last indexed timestamp
@@ -59,7 +65,7 @@ if [ "$LATEST_SESSION" -gt "$LAST_SESSION_INDEX" ]; then
     log "✓ New/updated sessions detected, re-indexing..."
 
     cd "$RAG_DIR"
-    python3 ingest_sessions.py --sessions-dir ~/.openclaw/agents/main/sessions >> "$LOG_FILE" 2>&1
+    python3 ingest_sessions.py --sessions-dir "$OPENCLAW_DIR/agents/main/sessions" >> "$LOG_FILE" 2>&1
 
     if [ $? -eq 0 ]; then
         log "✅ Sessions re-indexed successfully"
@@ -99,9 +105,9 @@ fi
 DOC_COUNT=$(cd "$RAG_DIR" && python3 -c "
 import sys
 sys.path.insert(0, '.')
-from rag_system import get_collection
-collection = get_collection()
-print(collection.count())
+from rag_system import RAGSystem
+rag = RAGSystem()
+print(rag.collection.count())
 " 2>/dev/null || echo "unknown")
 
 # Update state