diff --git a/README.md b/README.md
index 6ab2493..33c7924 100644
--- a/README.md
+++ b/README.md
@@ -50,8 +50,9 @@ AMD has recalled this update, but if you have already installed it, you must dow
     6.1 [Test Configuration](#61-test-configuration)  
     6.2 [Kernel Parameters (tested on Fedora 42)](#62-kernel-parameters-tested-on-fedora-42)  
     6.3 [Ubuntu 24.04](#63-ubuntu-2404)
-7. [More Documentation](#7-more-documentation)  
-8. [References](#8-references)
+7. [Distributed Inference on Strix Halo Clusters](#7-distributed-inference-on-strix-halo-clusters)
+8. [More Documentation](#8-more-documentation)  
+9. [References](#9-references)
 
 
 ## Quick Answers (Read This First)
@@ -380,13 +381,39 @@ Follow this guide by TechnigmaAI for a working configuration on Ubuntu 24.04:
 
 [https://github.com/technigmaai/technigmaai-wiki/wiki/AMD-Ryzen-AI-Max--395:-GTT--Memory-Step%E2%80%90by%E2%80%90Step-Instructions-(Ubuntu-24.04)](https://github.com/technigmaai/technigmaai-wiki/wiki/AMD-Ryzen-AI-Max--395:-GTT--Memory-Step%E2%80%90by%E2%80%90Step-Instructions-%28Ubuntu-24.04%29)
 
-## 7. More Documentation
+## 7. Distributed Inference on Strix Halo Clusters
+
+You can use the included `run_distributed_llama.py` script to run models on a cluster of Strix Halo machines.
+
+### Setup
+1.  **Install Toolboxes**: Install the required toolboxes on each node (main and workers).
+2.  **Download Models**: Download the model weights to the main node.
+3.  **SSH Configuration**: Configure SSH passwordless authentication from the main node to all other nodes. The script relies on being able to SSH into workers without user interaction.
+    ```bash
+    ssh-copy-id user@worker-node-ip
+    ```
+
+### Execution
+Run the script on the main node **outside of the toolbox**:
+
+```bash
+python3 run_distributed_llama.py
+```
+
+This will launch the TUI, where you can:
+1.  Configure the list of worker nodes (IPs).
+2.  Select the model and toolbox version.
+3.  Start the distributed inference.
+
+The script automatically starts the necessary toolbox containers locally and on the remote nodes to handle the inference.
+
+## 8. More Documentation
 
 * [docs/benchmarks.md](docs/benchmarks.md): Full benchmark logs, model list, parsed results  
 * [docs/vram-estimator.md](docs/vram-estimator.md): Memory planning, practical example runs  
 * [docs/building.md](docs/building.md): Local build, toolbox customization, advanced use  
 
-## 8. References
+## 9. References
 
 * The main reference for AMD Ryzen AI MAX home labs, by deseven (there's also a Discord server): [https://strixhalo-homelab.d7.wtf/](https://strixhalo-homelab.d7.wtf/)
 * Most comprehesive repostiry of test builds for Strix Halo by lhl -> [https://github.com/lhl/strix-halo-testing/tree/main](https://github.com/lhl/strix-halo-testing/tree/main)
diff --git a/run_distributed_llama.py b/run_distributed_llama.py
new file mode 100755
index 0000000..a160e08
--- /dev/null
+++ b/run_distributed_llama.py
@@ -0,0 +1,537 @@
+#!/usr/bin/env python3
+import sys
+import os
+import shutil
+import tempfile
+import subprocess
+import time
+import signal
+from pathlib import Path
+
+# --- Configuration & Defaults ---
+SCRIPT_DIR = Path(__file__).parent.resolve()
+DEFAULT_TOOLBOX = "rocm7-nightlies"
+TOOLBOX_IMAGES = {
+    "rocm6_4_4": "llama-rocm-6.4.4",
+    "rocm7_1_1": "llama-rocm-7.1.1",
+    "rocm7-nightlies": "llama-rocm7-nightlies",
+    "vulkan_amdvlk": "llama-vulkan-amdvlk",
+    "vulkan_radv": "llama-vulkan-radv",
+}
+
+MODES = ["llama-server", "llama-cli", "llama-bench"]
+DEFAULT_MODE = "llama-server"
+
+# Default RPC Hosts
+DEFAULT_HOSTS = [
+    ("192.168.100.11", True),
+    ("192.168.100.12", True),
+    ("192.168.100.13", True),
+]
+
+REMOTE_PORT = os.getenv("REMOTE_PORT", "22")
+RPC_PORT = os.getenv("RPC_PORT", "50052")
+LOCAL_HOST_PORT = "8080"
+
+
+# --- Helper Functions ---
+
+def check_dependencies():
+    if not shutil.which("dialog"):
+        print("Error: 'dialog' is required. Please install it (e.g., sudo apt-get install dialog).")
+        sys.exit(1)
+
+def run_dialog(args):
+    """Runs dialog and returns stderr (selection), and exit code."""
+    with tempfile.NamedTemporaryFile(mode="w+") as tf:
+        cmd = ["dialog"] + args
+        try:
+            res = subprocess.run(cmd, stderr=tf, check=False) # Check False to handle exit codes
+            tf.seek(0)
+            return tf.read().strip(), res.returncode
+        except Exception:
+            return None, 1
+
+def show_msg(title, msg):
+    run_dialog(["--title", title, "--msgbox", msg, "10", "60"])
+
+# --- Custom File Picker ---
+
+def get_directory_contents(path):
+    try:
+        if not os.path.isdir(path):
+            return [], []
+        
+        entries = os.listdir(path)
+        dirs = []
+        files = []
+        
+        for e in entries:
+            full_path = os.path.join(path, e)
+            if os.path.isdir(full_path):
+                dirs.append(e)
+            elif e.endswith(".gguf"): # Filter for GGUF
+                files.append(e)
+                
+        dirs.sort()
+        files.sort()
+        return dirs, files
+    except PermissionError:
+        return [], []
+
+def custom_file_picker(start_path):
+    current_path = os.path.abspath(start_path)
+    if not os.path.isdir(current_path):
+        current_path = os.getcwd()
+        
+    while True:
+        dirs, files = get_directory_contents(current_path)
+        
+        menu_items = []
+        
+        # Parent directory option
+        if current_path != "/":
+            menu_items.extend(["..", "Parent Directory"])
+            
+        # Directories
+        for d in dirs:
+            menu_items.extend([d + "/", "<DIR>"])
+            
+        # Files
+        for f in files:
+            menu_items.extend([f, "<GGUF>"])
+            
+        if not menu_items:
+            menu_items.extend([".", "Empty Directory"])
+
+        # Title shows current path truncated if needed
+        pretty_path = current_path
+        if len(pretty_path) > 50:
+            pretty_path = "..." + pretty_path[-47:]
+
+        selection, code = run_dialog([
+            "--title", f"Select GGUF File",
+            "--backtitle", f"Current: {pretty_path}",
+            "--menu", "Navigate directories and select a .gguf file:", "20", "70", "12",
+            *menu_items
+        ])
+        
+        if code != 0: # Cancel/Escape
+            return None
+
+        clean_selection = selection.strip()
+        
+        if clean_selection == "..":
+            current_path = os.path.dirname(current_path)
+        elif clean_selection.endswith("/"):
+            # Enter directory
+            dir_name = clean_selection[:-1] # Remove slash
+            current_path = os.path.join(current_path, dir_name)
+        elif clean_selection == ".":
+            pass # Stay here
+        else:
+            # File selected
+            return os.path.join(current_path, clean_selection)
+
+# --- Main Logic ---
+
+class AppState:
+    def __init__(self):
+        self.model_path = ""
+        self.toolbox = DEFAULT_TOOLBOX
+        self.mode = DEFAULT_MODE
+        # List of [ip, enabled]
+        self.hosts = [list(h) for h in DEFAULT_HOSTS]
+        self.context_size = None # None means default (do not pass -c)
+
+    @property
+    def active_hosts(self):
+        return [h[0] for h in self.hosts if h[1]]
+
+def select_model(state):
+    start_path = state.model_path if state.model_path else os.getcwd()
+    if os.path.isfile(start_path):
+        start_path = os.path.dirname(start_path)
+        
+    selection = custom_file_picker(start_path)
+    if selection:
+        state.model_path = selection
+
+def select_toolbox(state):
+    menu_items = []
+    for key in TOOLBOX_IMAGES.keys():
+        menu_items.extend([key, TOOLBOX_IMAGES[key]])
+    
+    selection, code = run_dialog([
+        "--title", "Select Toolbox",
+        "--menu", "Choose the container environment:", "15", "60", "8",
+        *menu_items
+    ])
+    if code == 0 and selection:
+        state.toolbox = selection
+
+def select_mode(state):
+    menu_items = []
+    for m in MODES:
+        menu_items.extend([m, ""])
+        
+    selection, code = run_dialog([
+        "--title", "Select Execution Mode",
+        "--menu", "Choose how to run the model:", "12", "50", "5",
+        *menu_items
+    ])
+    if code == 0 and selection:
+        state.mode = selection
+
+def select_context(state):
+    current = str(state.context_size) if state.context_size else ""
+    selection, code = run_dialog([
+        "--title", "Context Size",
+        "--inputbox", "Enter context size (e.g. 4096, 8192).\nLeave empty for model default:", "10", "60",
+        current
+    ])
+    if code == 0:
+        val = selection.strip()
+        if val.isdigit():
+            state.context_size = int(val)
+        else:
+            state.context_size = None
+
+def add_server(state):
+    selection, code = run_dialog([
+        "--title", "Add Server",
+        "--inputbox", "Enter new server IP address:", "10", "50"
+    ])
+    if code == 0:
+        ip = selection.strip()
+        if ip:
+            # Default to enabled
+            state.hosts.append([ip, True])
+
+def remove_server(state):
+    items = []
+    for i, (ip, enabled) in enumerate(state.hosts):
+        items.extend([str(i), ip])
+    
+    if not items:
+        show_msg("Info", "No servers to remove.")
+        return
+
+    selection, code = run_dialog([
+        "--title", "Remove Server",
+        "--menu", "Select server to remove:", "15", "50", "5",
+        *items
+    ])
+    
+    if code == 0 and selection:
+        idx = int(selection)
+        if 0 <= idx < len(state.hosts):
+            del state.hosts[idx]
+
+def edit_server(state):
+    items = []
+    for i, (ip, enabled) in enumerate(state.hosts):
+        items.extend([str(i), ip])
+    
+    if not items:
+        show_msg("Info", "No servers to edit.")
+        return
+
+    selection, code = run_dialog([
+        "--title", "Edit Server",
+        "--menu", "Select server to edit:", "15", "50", "5",
+        *items
+    ])
+    
+    if code == 0 and selection:
+        idx = int(selection)
+        if 0 <= idx < len(state.hosts):
+            current_ip = state.hosts[idx][0]
+            new_ip, code2 = run_dialog([
+                "--title", "Edit Server IP",
+                "--inputbox", "Enter new IP address:", "10", "50",
+                current_ip
+            ])
+            if code2 == 0:
+                clean_ip = new_ip.strip()
+                if clean_ip:
+                    state.hosts[idx][0] = clean_ip
+
+def toggle_servers(state):
+    # checklist: item tag, item string, status (on/off)
+    items = []
+    for i, (ip, enabled) in enumerate(state.hosts):
+        status = "on" if enabled else "off"
+        items.extend([str(i), ip, status])
+    
+    if not items:
+        show_msg("Info", "No servers to configure. Add some first.")
+        return
+
+    selection_str, code = run_dialog([
+        "--title", "Toggle Active Servers",
+        "--checklist", "Select active servers (Space to toggle):", "15", "50", "5",
+        *items
+    ])
+    
+    if code == 0:
+        # Reset all to False first
+        for h in state.hosts:
+            h[1] = False
+            
+        if selection_str:
+            # e.g. "0 2"
+            indices = [int(x.strip('"')) for x in selection_str.split()]
+            for idx in indices:
+                if 0 <= idx < len(state.hosts):
+                    state.hosts[idx][1] = True
+
+def configure_servers(state):
+    while True:
+        menu = [
+            "1", "Toggle Active Servers",
+            "2", "Add Server",
+            "3", "Remove Server",
+            "4", "Edit Server",
+            "5", "Back"
+        ]
+        
+        selection, code = run_dialog([
+            "--title", "Manage Remote Servers",
+            "--menu", "Choose an action:", "15", "50", "5",
+            *menu
+        ])
+        
+        if code != 0 or selection == "5":
+            break
+            
+        if selection == "1":
+            toggle_servers(state)
+        elif selection == "2":
+            add_server(state)
+        elif selection == "3":
+            remove_server(state)
+        elif selection == "4":
+            edit_server(state)
+
+def run_distributed(state):
+    if not state.model_path or not os.path.exists(state.model_path):
+        show_msg("Error", f"Model file not found:\n{state.model_path}")
+        return
+
+    if not state.active_hosts:
+        show_msg("Error", "No remote servers selected.")
+        return
+
+    image = TOOLBOX_IMAGES[state.toolbox]
+    active_ips = state.active_hosts
+    
+    # Clear screen for execution output
+    subprocess.run(["clear"])
+    print(f"=== Starting Distributed Run ===")
+    print(f"Model:   {state.model_path}")
+    print(f"Toolbox: {state.toolbox} ({image})")
+    print(f"Mode:    {state.mode}")
+    print(f"Context: {state.context_size if state.context_size else 'Default'}")
+    print(f"Hosts:   {active_ips}")
+    print("--------------------------------")
+
+    remote_pids = []
+    
+    def cleanup():
+        print("\nCleaning up...")
+        for i, ip in enumerate(active_ips):
+            if i < len(remote_pids):
+                pid = remote_pids[i]
+                if pid:
+                    print(f"Killing remote RPC on {ip} (PID: {pid})...")
+                    subprocess.run(
+                        ["ssh", "-p", REMOTE_PORT, ip, f"kill -9 {pid} 2>/dev/null || true; pkill -9 -f rpc-server || true"], 
+                        stderr=subprocess.DEVNULL
+                    )
+
+    # Register signal handler for cleanup
+    def signal_handler(sig, frame):
+        cleanup()
+        sys.exit(0)
+    signal.signal(signal.SIGINT, signal_handler)
+
+    try:
+        rpc_arg_parts = []
+        
+        # 1. Start Remote RPC Servers
+        for ip in active_ips:
+            print(f"-> Starting RPC server on {ip}...")
+            
+            # Using bash heredoc via ssh to start background process and print PID
+            # We assume 'toolbox' command exists on remote
+            cmd_str = f"""
+            set -euo pipefail
+            pkill -9 -f rpc-server || true
+            nohup toolbox run -c {image} -- rpc-server -H 0.0.0.0 -p {RPC_PORT} -c > /tmp/rpc-server-{ip}.log 2>&1 < /dev/null &
+            echo $!
+            """
+            
+            res = subprocess.run(
+                ["ssh", "-p", REMOTE_PORT, ip, "bash -s"],
+                input=cmd_str, text=True, capture_output=True
+            )
+            
+            if res.returncode != 0:
+                print(f"[ERROR] SSH failed for {ip}: {res.stderr}")
+                cleanup()
+                return
+
+            pid = res.stdout.strip()
+            # Basic validation
+            if not pid.isdigit():
+                 lines = pid.splitlines()
+                 if lines and lines[-1].isdigit():
+                     pid = lines[-1]
+                 else:
+                    print(f"[ERROR] Invalid PID returned from {ip}: {pid}")
+                    cleanup()
+                    return
+                
+            remote_pids.append(pid)
+            print(f"   PID: {pid}")
+
+            # Wait for port check
+            print(f"   Waiting for port {RPC_PORT}...", end="", flush=True)
+            ready = False
+            for _ in range(30):
+                import socket
+                s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
+                s.settimeout(1)
+                try:
+                    s.connect((ip, int(RPC_PORT)))
+                    s.close()
+                    ready = True
+                    print(" OK.")
+                    break
+                except:
+                    time.sleep(1)
+            
+            if not ready:
+                print(" TIMEOUT.")
+                print(f"[ERROR] Failed to connect to {ip}:{RPC_PORT}")
+                cleanup()
+                return
+            
+            rpc_arg_parts.append(f"{ip}:{RPC_PORT}")
+
+        rpc_arg = ",".join(rpc_arg_parts)
+        print(f"All servers ready. RPC Arg: {rpc_arg}")
+        print(f"Starting Local {state.mode}...")
+        print("--------------------------------")
+
+        # 2. Run Local Executable
+        # Base arguments for all modes
+        base_args = [
+            "toolbox", "run", "-c", image, "--",
+            state.mode,
+            "-m", state.model_path,
+            "--rpc", rpc_arg
+        ]
+
+        if state.mode == "llama-server":
+             # Llama Server specific
+             extra_args = [
+                 "--no-mmap", 
+                 "-fa", "1",
+                 "--host", "0.0.0.0",
+                 "--port", LOCAL_HOST_PORT
+             ]
+             if state.context_size:
+                 extra_args.extend(["-c", str(state.context_size)])
+
+        elif state.mode == "llama-cli":
+             # Llama CLI specific (interactive or basic run)
+             # User requested -mmp 0 and -fa 1
+             extra_args = [
+                 "--no-mmap",
+                 "-fa", "1",
+                 "-cnv", # Conversation mode seems appropriate for CLI
+                 "-p", "You are a helpful assistant." 
+             ]
+             if state.context_size:
+                 extra_args.extend(["-c", str(state.context_size)])
+
+        elif state.mode == "llama-bench":
+             # Llama Bench specific
+             # User requested -mmp 0 and -fa 1 (Note: llama-bench uses different arg names sometimes?)
+             # llama-bench: -mmp (mmap)
+             extra_args = [
+                 "-mmp", "0",
+                 "-fa", "1"
+             ]
+             # bench usually controls context via other flags, user didn't ask for it here.
+        else:
+             extra_args = []
+
+        local_cmd = base_args + extra_args
+        
+        print(f"CMD: {' '.join(local_cmd)}")
+        
+        proc = subprocess.Popen(local_cmd)
+        proc.wait()
+        
+    except Exception as e:
+        print(f"\n[EXCEPTION] {e}")
+    finally:
+        cleanup()
+    
+    input("\nRun complete. Press Enter to return to menu...")
+
+
+def main_menu():
+    state = AppState()
+    
+    while True:
+        model_display = Path(state.model_path).name if state.model_path else "(None)"
+        servers_display = f"{len(state.active_hosts)} Active"
+        context_display = str(state.context_size) if state.context_size else "Default"
+        
+        menu = [
+            "--clear", "--backtitle", "AMD Strix Halo - Distributed Llama",
+            "--title", "Main Menu",
+            "--menu", "Select an option to configure or run:", "20", "60", "7",
+            "1", f"Model:   {model_display}",
+            "2", f"Toolbox: {state.toolbox}",
+            "3", f"Servers: {servers_display}",
+            "4", f"Mode:    {state.mode}",
+            "5", f"Context: {context_display}",
+            "6", "RUN DISTRIBUTED SERVER",
+            "7", "Exit"
+        ]
+        
+        choice, code = run_dialog(menu)
+        
+        if code != 0: # Cancel/Esc
+            break
+            
+        if choice == "1":
+            select_model(state)
+        elif choice == "2":
+            select_toolbox(state)
+        elif choice == "3":
+            configure_servers(state)
+        elif choice == "4":
+            select_mode(state)
+        elif choice == "5":
+            select_context(state)
+        elif choice == "6":
+            run_distributed(state)
+        elif choice == "7":
+            break
+
+    subprocess.run(["clear"])
+    exit(0)
+
+if __name__ == "__main__":
+    check_dependencies()
+    try:
+        main_menu()
+    except KeyboardInterrupt:
+        subprocess.run(["clear"])
+        sys.exit(0)