diff --git a/README.md b/README.md
index b7c839ba..5b45456a 100644
--- a/README.md
+++ b/README.md
@@ -356,6 +356,15 @@ The stack also supports **semantic** (vector-similarity) caching via `vector_sto
 
 ## 5. Setup & Deployment Instructions
 
+### Production Deployment User
+For secure production deployments, the gateway services are configured to run under a dedicated, non-privileged (no sudo) service account:
+- **User**: `boy`
+- **Home Directory**: `/mnt/DATA/boy`
+- **Security Profile**: Completely without sudo privileges (no administrative or `wheel` group privileges) to minimize container breakout risks.
+- **Service Persistence**: Systemd user lingering is enabled (`loginctl enable-linger boy`) to allow the rootless services to start at boot and run persistently without active user sessions.
+- **Access**: Configured for direct SSH administration via authorized public keys in `/mnt/DATA/boy/.ssh/authorized_keys`. An SSH host configuration has been added to `~/.ssh/config` so you can connect simply via `ssh boy` (and a shell shortcut alias `boy` has been added to `~/.bashrc` to quickly access the host shell).
+- **Rootless Podman**: Fully configured with container subuids/subgids and a user-level Docker-compatible API socket (`podman.socket` listening at `/run/user/1002/podman/podman.sock`).
+
 ### Prerequisites
 1. **Llama-Server Active**: Verify that your local user-level GPU-accelerated server is active:
    ```bash
diff --git a/router/main.py b/router/main.py
index e7d356cc..d8be6cfb 100644
--- a/router/main.py
+++ b/router/main.py
@@ -3501,7 +3501,8 @@ async def get_dashboard():
         <script>
             async function refreshDashboard() {{
                 try {{
-                    const res = await fetch("/api/dashboard-stats");
+                    const basePath = window.location.pathname.endsWith('/') ? '../' : './';
+                    const res = await fetch(basePath + "api/dashboard-stats");
                     if (!res.ok) throw new Error(`HTTP error! status: ${{res.status}}`);
                     const data = await res.json();
 
@@ -3584,7 +3585,14 @@ async def get_dashboard():
             }}
 
             // Initialize on load and set periodic polling
-            window.addEventListener("DOMContentLoaded", refreshDashboard);
+            window.addEventListener("DOMContentLoaded", () => {{
+                const basePath = window.location.pathname.endsWith('/') ? '../' : './';
+                const visLink = document.getElementById("visualizer-link");
+                if (visLink) {{
+                    visLink.href = basePath + "visualizer";
+                }}
+                refreshDashboard();
+            }});
             setInterval(refreshDashboard, 3000);
         </script>
     </head>
@@ -3596,7 +3604,7 @@ async def get_dashboard():
             </div>
             <div class="dashboard-title">System Control Center</div>
             <div style="margin-top:8px;font-size:12px;opacity:0.6;">
-                <a href="/visualizer" style="color:#818cf8;text-decoration:none;">📊 Dataset Visualizer</a>
+                <a id="visualizer-link" href="visualizer" style="color:#818cf8;text-decoration:none;">📊 Dataset Visualizer</a>
             </div>
         </header>
 
diff --git a/router/static/visualizer.html b/router/static/visualizer.html
index 3a837ae8..a66054df 100644
--- a/router/static/visualizer.html
+++ b/router/static/visualizer.html
@@ -109,10 +109,12 @@ <h2>Select a prompt from the list</h2>
 let currentFilter = 'all';
 let selectedIdx = -1;
 
+const apiBase = window.location.pathname.includes('/static/') ? '../' : './';
+
 // Load data
 async function init() {
   try {
-    const resp = await fetch('/data/classified_dataset.json');
+    const resp = await fetch(apiBase + 'data/classified_dataset.json');
     const raw = await resp.json();
     dataset = raw.prompts || [];
     // Extract global stats from combined dataset
@@ -127,7 +129,7 @@ <h2>Select a prompt from the list</h2>
   
   // Load benchmark results if available
   try {
-    const resp = await fetch('/data/benchmark_results.json');
+    const resp = await fetch(apiBase + 'data/benchmark_results.json');
     benchmark = await resp.json();
     // Map benchmark results to dataset by index
   } catch(e) {
@@ -136,7 +138,7 @@ <h2>Select a prompt from the list</h2>
   
   // Load annotations
   try {
-    const resp = await fetch('/data/annotations.json');
+    const resp = await fetch(apiBase + 'data/annotations.json');
     const serverAnn = await resp.json();
     annotations = { ...serverAnn, ...annotations };
   } catch(e) {
@@ -351,7 +353,7 @@ <h3>✎ Human Review</h3>
   // Save to localStorage
   localStorage.setItem('classifier-annotations', JSON.stringify(annotations));
   // Auto-sync by posting to dashboard save endpoint
-  fetch('/dashboard/save-annotations', {
+  fetch(apiBase + 'dashboard/save-annotations', {
     method: 'POST',
     headers: {'Content-Type': 'application/json'},
     body: JSON.stringify(annotations),