diff --git a/_docs/02_document/deployment/provisioning_runbook.md b/_docs/02_document/deployment/provisioning_runbook.md
index 29d4ce1..9149434 100644
--- a/_docs/02_document/deployment/provisioning_runbook.md
+++ b/_docs/02_document/deployment/provisioning_runbook.md
@@ -1,102 +1,222 @@
 # Jetson device provisioning runbook
 
-This runbook describes the end-to-end flow to fuse, flash, provision a device identity, and reach a state where the Azaion Loader can authenticate against the admin/resource APIs. It targets a Jetson Orin Nano class device; adapt paths and NVIDIA bundle versions to your manufacturing image.
+This runbook describes the end-to-end flow to fuse, flash, and provision device identities so the Azaion Loader can authenticate against the admin/resource APIs. It supports Jetson Orin Nano, Orin NX 8GB, and Orin NX 16GB devices. Board configuration is auto-detected from the USB product ID.
+
+The `scripts/provision_devices.sh` script automates the entire flow: detecting connected Jetsons, auto-installing L4T if needed, setting up Docker with the Loader container, optionally hardening the OS, registering device identities via the admin API, writing credentials, fusing, and flashing.
+
+After provisioning, each Jetson boots into a production-ready state with Docker Compose running the Loader container.
 
 ## Prerequisites
 
-- Provisioning workstation with bash, curl, openssl, python3, and USB/network access to the Jetson in recovery or mass-storage mode as required by your flash tools.
-- Admin API reachable from the workstation (base URL, for example `https://admin.internal.example.com`).
-- NVIDIA Jetson Linux Driver Package (L4T) and flash scripts for your SKU (for example `odmfuse.sh`, `flash.sh` from the board support package).
-- Root filesystem staging directory on the workstation that will be merged into the image before `flash.sh` (often a `Linux_for_Tegra/rootfs/` tree or an extracted sample rootfs overlay).
+- Ubuntu amd64 provisioning workstation with bash, curl, jq, wget, lsusb.
+- Admin API reachable from the workstation (base URL configured in `scripts/.env`).
+- An ApiAdmin account on the admin API (email and password in `scripts/.env`).
+- `sudo` access on the workstation.
+- USB-C cables that support both power and data transfer.
+- Physical label/sticker materials for serial numbers.
+- Internet access on first run (to download L4T BSP if not already installed).
+- Loader Docker image tar file (see [Preparing the Loader image](#preparing-the-loader-image)).
 
-## Admin API contract (provisioning)
+The NVIDIA L4T BSP and sample rootfs are downloaded and installed automatically to `/opt/nvidia/Linux_for_Tegra` if not already present. No manual L4T setup is required.
 
-The `scripts/provision_device.sh` script expects:
+## Configuration
 
-1. **POST** `{admin_base}/users` with JSON body `{"email":"<string>","password":"<string>","role":"CompanionPC"}`  
-   - **201** or **200**: user created.  
-   - **409**: user with this email already exists (idempotent re-run).
+Copy `scripts/.env.example` to `scripts/.env` and fill in values:
 
-2. **PATCH** `{admin_base}/users/password` with JSON body `{"email":"<string>","password":"<string>"}`  
-   - Used when POST returns **409** so the password in `device.conf` matches the account after re-provisioning.  
-   - **200** or **204**: password updated.
+```
+ADMIN_EMAIL=admin@azaion.com
+ADMIN_PASSWORD=<your ApiAdmin password>
+API_URL=https://admin.azaion.com
+LOADER_IMAGE_TAR=/path/to/loader-image.tar
+```
 
-Adjust URL paths or JSON field names in the script if your deployment uses a different but equivalent contract.
+Optional overrides (auto-detected/defaulted if omitted):
+
+```
+L4T_VERSION=r36.4.4
+L4T_DIR=/opt/nvidia/Linux_for_Tegra
+ROOTFS_DIR=/opt/nvidia/Linux_for_Tegra/rootfs
+RESOURCE_API_URL=https://admin.azaion.com
+LOADER_DEV_STAGE=main
+LOADER_IMAGE=localhost:5000/loader:arm
+FLASH_TARGET=nvme0n1p1
+HARDEN=true
+```
+
+The `.env` file is git-ignored and must not be committed.
+
+## Preparing the Loader image
+
+The provisioning script requires a Loader Docker image tar to pre-load onto each device. Options:
+
+**From CI (recommended):** Download the `loader-image.tar` artifact from the Woodpecker CI pipeline for the target branch.
+
+**Local build (requires arm64 builder or BuildKit cross-compilation):**
+
+```bash
+docker build -f Dockerfile -t localhost:5000/loader:arm .
+docker save localhost:5000/loader:arm -o loader-image.tar
+```
+
+Set `LOADER_IMAGE_TAR` in `.env` to the absolute path of the resulting tar file.
+
+## Supported devices
+
+| USB Product ID | Model | Board Config (auto-detected) |
+| --- | --- | --- |
+| 0955:7523 | Jetson Orin Nano | jetson-orin-nano-devkit |
+| 0955:7323 | Jetson Orin NX 16GB | jetson-orin-nx-devkit |
+| 0955:7423 | Jetson Orin NX 8GB | jetson-orin-nx-devkit |
+
+The script scans for all NVIDIA USB devices (`lsusb -d 0955:`), matches them against the table above, and displays the model name next to each detected device.
+
+## Admin API contract (device registration)
+
+The script calls:
+
+1. **POST** `{API_URL}/login` with `{"email":"<admin>","password":"<password>"}` to obtain a JWT.
+2. **POST** `{API_URL}/devices` with `Authorization: Bearer <token>` and no request body.
+   - **200** or **201**: returns `{"serial":"azj-NNNN","email":"azj-NNNN@azaion.com","password":"<32-hex-chars>"}`.
+   - The server auto-assigns the next sequential serial number.
 
 ## Device identity and `device.conf`
 
-For serial **AZJN-0042**, the script creates email **azaion-jetson-0042@azaion.com** (suffix is the segment after the last hyphen in the serial, lowercased). The password is 32 hexadecimal characters from `openssl rand -hex 16`.
+For each registered device, the script writes:
 
-The script writes:
+`{ROOTFS_DIR}/etc/azaion/device.conf`
 
-`{rootfs_staging}/etc/azaion/device.conf`
+On the flashed device this becomes `/etc/azaion/device.conf` with:
 
-On the flashed device this becomes **`/etc/azaion/device.conf`** with:
+- `AZAION_DEVICE_EMAIL=azj-NNNN@azaion.com`
+- `AZAION_DEVICE_PASSWORD=<32-hex-chars>`
 
-- `AZAION_DEVICE_EMAIL=...`
-- `AZAION_DEVICE_PASSWORD=...`
+File permissions are set to **600**.
 
-File permissions on the staging file are set to **600**. Ensure your image build preserves ownership and permissions appropriate for the service user that runs the Loader.
+## Docker and application setup
+
+The `scripts/setup_rootfs_docker.sh` script prepares the rootfs before flashing. It runs automatically as part of `provision_devices.sh`. What it installs:
+
+| Component | Details |
+| --- | --- |
+| Docker Engine + Compose plugin | Installed via apt in chroot from Docker's official repository |
+| NVIDIA Container Toolkit | GPU passthrough for containers; nvidia set as default runtime |
+| Production compose file | `/opt/azaion/docker-compose.yml` — defines the `loader` service |
+| Loader image | Pre-loaded from `LOADER_IMAGE_TAR` at `/opt/azaion/loader-image.tar` |
+| Boot service | `azaion-loader.service` — loads the image tar on first boot, starts compose |
+
+### Device filesystem layout after flash
+
+```
+/etc/azaion/device.conf                  Per-device credentials
+/etc/docker/daemon.json                  Docker config (NVIDIA default runtime)
+/opt/azaion/docker-compose.yml           Production compose file
+/opt/azaion/boot.sh                      Boot startup script
+/opt/azaion/loader-image.tar             Initial Loader image (deleted after first boot)
+/opt/azaion/models/                      Model storage
+/opt/azaion/state/                       Update manager state
+/etc/systemd/system/azaion-loader.service  Systemd unit
+```
+
+### First boot sequence
+
+1. systemd starts `docker.service`
+2. `azaion-loader.service` runs `/opt/azaion/boot.sh`
+3. `boot.sh` runs `docker load -i /opt/azaion/loader-image.tar` (first boot only), then deletes the tar
+4. `boot.sh` runs `docker compose -f /opt/azaion/docker-compose.yml up -d`
+5. The Loader container starts, reads `/etc/azaion/device.conf`, authenticates with the API
+6. The update manager begins polling for updates
+
+## Security hardening
+
+The `scripts/harden_rootfs.sh` script applies production security hardening to the rootfs. It runs automatically unless `--no-harden` is passed.
+
+| Measure | Details |
+| --- | --- |
+| SSH disabled | `sshd.service` and `ssh.service` masked; `sshd_config` removed |
+| Getty masked | `getty@.service` and `serial-getty@.service` masked — no login prompt |
+| Serial console disabled | `console=ttyTCU0` / `console=ttyS0` removed from `extlinux.conf` |
+| Sysctl hardening | ptrace blocked, core dumps disabled, kernel pointers hidden, ICMP redirects off |
+| Root locked | Root account password-locked in `/etc/shadow` |
+
+To provision without hardening (e.g. for development devices):
+
+```bash
+./scripts/provision_devices.sh --no-harden
+```
+
+Or set `HARDEN=false` in `.env`.
 
 ## Step-by-step flow
 
-### 1. Unbox and record the serial
+### 1. Connect Jetsons in recovery mode
 
-Read the manufacturing label or use your factory barcode process. Example serial: `AZJN-0042`.
+Connect one or more Jetson devices via USB-C. Put each device into recovery mode: hold Force Recovery button, press Power, release Power, then release Force Recovery after 2 seconds.
 
-### 2. Fuse (if your product requires it)
+Verify with `lsusb -d 0955:` -- each recovery-mode Jetson appears as `NVIDIA Corp. APX`.
 
-Run your approved **fuse** workflow (for example NVIDIA `odmfuse.sh` or internal wrapper). This task does not replace secure boot or fTPM scripts; complete them per your security phase checklist before or after provisioning, according to your process.
+### 2. Run the provisioning script
 
-### 3. Prepare the rootfs staging tree
-
-Extract or sync the rootfs you will flash into a directory on the workstation, for example:
-
-`/work/images/orin-nano/rootfs-staging/`
-
-Ensure `etc/` exists or can be created under this tree.
-
-### 4. Provision the CompanionPC user and embed credentials
-
-From the Loader repository root (or using an absolute path to the script):
+From the loader repository root:
 
 ```bash
-./scripts/provision_device.sh \
-  --serial AZJN-0042 \
-  --api-url "https://admin.internal.example.com" \
-  --rootfs-dir "/work/images/orin-nano/rootfs-staging"
+./scripts/provision_devices.sh
 ```
 
-Confirm the script prints success and that `rootfs-staging/etc/azaion/device.conf` exists.
+The script will:
 
-Re-running the same command for the same serial must not create a duplicate user; the script updates the password via **PATCH** when POST returns **409**.
+1. **Install dependencies** -- installs lsusb, curl, jq, wget via apt; adds `qemu-user-static` and `binfmt-support` on x86 hosts for cross-arch chroot.
+2. **Install L4T** -- if L4T BSP is not present at `L4T_DIR`, downloads the BSP and sample rootfs, extracts them, and runs `apply_binaries.sh`. This only happens on first run.
+3. **Set up Docker** -- installs Docker Engine, NVIDIA Container Toolkit, compose file, and Loader image into the rootfs via chroot (`setup_rootfs_docker.sh`).
+4. **Harden OS** (unless `--no-harden`) -- disables SSH, getty, serial console, applies sysctl hardening (`harden_rootfs.sh`).
+5. **Authenticate** -- logs in to the admin API to get a JWT.
+6. **Scan USB** -- detects all supported Jetson devices in recovery mode, displays model names.
+7. **Display selection UI** -- lists detected devices with numbers and model type.
+8. **Prompt for selection** -- enter device numbers (e.g. `1 3 4`), or `0` for all.
 
-If the admin API requires authentication (Bearer token, mTLS), extend the script or shell wrapper to pass the required `curl` headers or use a local proxy; the stock script assumes network-restricted admin access without extra headers.
+### 3. Per-device provisioning (automatic)
 
-### 5. Flash the device
+For each selected device, the script runs sequentially:
 
-Run your normal **flash** procedure (for example `flash.sh` or SDK Manager) so the staged rootfs—including `etc/azaion/device.conf`—is written to the device storage.
+1. **Register** -- calls `POST /devices` to get server-assigned serial, email, and password.
+2. **Write device.conf** -- embeds credentials in the rootfs staging directory.
+3. **Fuse** -- runs `odmfuse.sh` targeting the specific USB device instance. Board config is auto-detected from the USB product ID.
+4. **Power-cycle prompt** -- asks the admin to power-cycle the device and re-enter recovery mode.
+5. **Flash** -- runs `flash.sh` with the auto-detected board config to write the rootfs (including `device.conf`, Docker, and application files) to the device. Default target is `nvme0n1p1` (NVMe SSD); override with `FLASH_TARGET` in `.env` (e.g. `mmcblk0p1` for eMMC).
+6. **Sticker prompt** -- displays the assigned serial and asks the admin to apply a physical label.
 
-### 6. First boot
+### 4. Apply serial labels
 
-Power the Jetson, complete first-boot configuration if any, and verify the Loader service starts. The Loader should read `AZAION_DEVICE_EMAIL` and `AZAION_DEVICE_PASSWORD` from `/etc/azaion/device.conf`, then use them when calling **POST /login** on the Loader HTTP API (which forwards credentials to the configured resource API per your deployment). After a successful login path, the device can request resources and unlock flows as designed.
+After each device is flashed, the script prints the assigned serial (e.g. `azj-0042`). Apply a label/sticker with this serial to the device enclosure for physical identification.
 
-### 7. Smoke verification
+### 5. First boot
 
-- From another host: Loader **GET /health** returns healthy.
-- **POST /login** on the Loader with the same email and password as in `device.conf` returns success (for example `{"status":"ok"}` in the reference implementation).
-- Optional: trigger your normal resource or unlock smoke test against a staging API.
+Power the Jetson. Docker starts automatically, loads the Loader image, and starts Docker Compose. The Loader service reads `AZAION_DEVICE_EMAIL` and `AZAION_DEVICE_PASSWORD` from `/etc/azaion/device.conf` and uses them to authenticate with the admin API via `POST /login`. The update manager begins checking for updates.
+
+### 6. Smoke verification
+
+- From another host: Loader `GET /health` on port 8080 returns healthy.
+- `docker ps` on the device (if unhardened) shows the loader container running.
+- Optional: trigger a resource or unlock smoke test against a staging API.
 
 ## Troubleshooting
 
 | Symptom | Check |
-|--------|--------|
-| curl fails to reach admin API | DNS, VPN, firewall, and `API_URL` trailing slash (script strips one trailing slash). |
-| HTTP 4xx/5xx from POST /users | Admin logs; confirm role value **CompanionPC** and email uniqueness rules. |
-| 409 then failure on PATCH | Implement or enable **PATCH /users/password** (or change script to match your upsert API). |
-| Loader cannot log in | `device.conf` path, permissions, and that the password in the file matches the account after the last successful provision. |
+| --- | --- |
+| No devices found by script | USB cables, recovery mode entry sequence, `lsusb -d 0955:` |
+| Unknown product ID warning | Device is an NVIDIA USB device but not in the supported models table. Check SKU. |
+| L4T download fails | Internet access, NVIDIA download servers availability, `L4T_VERSION` value |
+| Login fails (HTTP 401) | `ADMIN_EMAIL` and `ADMIN_PASSWORD` in `.env`; account must have ApiAdmin role |
+| POST /devices fails | Admin API logs; ensure AZ-196 endpoint is deployed |
+| Fuse fails | L4T version compatibility, USB connection stability, sudo access |
+| Flash fails | Rootfs contents, USB device still in recovery mode after power-cycle, verify `FLASH_TARGET` matches your storage (NVMe vs eMMC) |
+| Docker setup fails in chroot | Verify `qemu-user-static` was installed (auto-installed on x86 hosts); check internet in chroot |
+| Loader container not starting | Check `docker logs` on device; verify `/etc/azaion/device.conf` exists and has correct permissions |
+| Loader cannot log in after boot | `device.conf` path and permissions; password must match the account created by POST /devices |
+| Cannot SSH to hardened device | Expected behavior. Use `--no-harden` for dev devices, or reflash with USB recovery mode |
 
 ## Security notes
 
 - Treat `device.conf` as a secret at rest; restrict file permissions and disk encryption per your product policy.
+- The `.env` file contains ApiAdmin credentials -- do not commit it. It is listed in `.gitignore`.
 - Prefer short-lived credentials or key rotation if the admin API supports it; this runbook describes the baseline manufacturing flow.
+- Hardened devices have no SSH, no serial console, and no interactive login. Field debug requires USB recovery mode reflash with `--no-harden`.
diff --git a/scripts/.env.example b/scripts/.env.example
new file mode 100644
index 0000000..f0f6726
--- /dev/null
+++ b/scripts/.env.example
@@ -0,0 +1,23 @@
+API_URL=https://admin.azaion.com
+ADMIN_EMAIL=admin@azaion.com
+ADMIN_PASSWORD=
+
+# Path to the Loader Docker image tar (required).
+# Build with: docker save localhost:5000/loader:arm -o loader-image.tar
+LOADER_IMAGE_TAR=
+
+# Optional overrides (auto-detected if omitted):
+# L4T_VERSION=r36.4.4
+# L4T_DIR=/opt/nvidia/Linux_for_Tegra
+# ROOTFS_DIR=/opt/nvidia/Linux_for_Tegra/rootfs
+
+# Flash target (default: nvme0n1p1 for NVMe SSD, use mmcblk0p1 for eMMC):
+# FLASH_TARGET=nvme0n1p1
+
+# Loader runtime configuration (defaults shown):
+# RESOURCE_API_URL=https://admin.azaion.com
+# LOADER_DEV_STAGE=main
+# LOADER_IMAGE=localhost:5000/loader:arm
+
+# Security hardening (default: true). Set to false or use --no-harden flag.
+# HARDEN=true
diff --git a/scripts/ensure_l4t.sh b/scripts/ensure_l4t.sh
new file mode 100755
index 0000000..cfbe1fa
--- /dev/null
+++ b/scripts/ensure_l4t.sh
@@ -0,0 +1,62 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+L4T_VERSION="${L4T_VERSION:-r36.4.4}"
+L4T_DIR="${L4T_DIR:-/opt/nvidia/Linux_for_Tegra}"
+ROOTFS_DIR="${ROOTFS_DIR:-${L4T_DIR}/rootfs}"
+
+l4t_download_url() {
+    local version="$1"
+    local major minor patch
+    IFS='.' read -r major minor patch <<< "${version#r}"
+    echo "https://developer.nvidia.com/downloads/embedded/l4t/r${major}_release_v${minor}.${patch}/release/Jetson_Linux_${version}_aarch64.tbz2"
+}
+
+rootfs_download_url() {
+    local version="$1"
+    local major minor patch
+    IFS='.' read -r major minor patch <<< "${version#r}"
+    echo "https://developer.nvidia.com/downloads/embedded/l4t/r${major}_release_v${minor}.${patch}/release/Tegra_Linux_Sample-Root-Filesystem_${version}_aarch64.tbz2"
+}
+
+if [[ -f "$L4T_DIR/flash.sh" ]]; then
+    echo "L4T BSP already installed at $L4T_DIR"
+else
+    echo "L4T BSP not found at $L4T_DIR"
+    echo "Downloading and installing L4T $L4T_VERSION..."
+
+    bsp_url="$(l4t_download_url "$L4T_VERSION")"
+    rootfs_url="$(rootfs_download_url "$L4T_VERSION")"
+    tmp_dir="$(mktemp -d)"
+
+    echo "  Downloading BSP from $bsp_url ..."
+    wget -q --show-progress -O "$tmp_dir/bsp.tbz2" "$bsp_url"
+
+    echo "  Downloading Sample Root Filesystem from $rootfs_url ..."
+    wget -q --show-progress -O "$tmp_dir/rootfs.tbz2" "$rootfs_url"
+
+    echo "  Extracting BSP to $(dirname "$L4T_DIR")/ ..."
+    sudo mkdir -p "$(dirname "$L4T_DIR")"
+    sudo tar -xjf "$tmp_dir/bsp.tbz2" -C "$(dirname "$L4T_DIR")"
+
+    echo "  Extracting rootfs to $L4T_DIR/rootfs/ ..."
+    sudo tar -xjf "$tmp_dir/rootfs.tbz2" -C "$L4T_DIR/rootfs/"
+
+    echo "  Running apply_binaries.sh ..."
+    sudo "$L4T_DIR/apply_binaries.sh"
+
+    rm -rf "$tmp_dir"
+    echo "L4T $L4T_VERSION installed to $L4T_DIR"
+fi
+
+for tool in flash.sh odmfuse.sh; do
+    if [[ ! -f "$L4T_DIR/$tool" ]]; then
+        echo "ERROR: $L4T_DIR/$tool not found after L4T setup" >&2
+        exit 1
+    fi
+done
+
+NV_RELEASE="$L4T_DIR/rootfs/etc/nv_tegra_release"
+if [[ -f "$NV_RELEASE" ]]; then
+    echo "L4T release: $(head -1 "$NV_RELEASE")"
+fi
diff --git a/scripts/harden_rootfs.sh b/scripts/harden_rootfs.sh
new file mode 100755
index 0000000..4ef6cf6
--- /dev/null
+++ b/scripts/harden_rootfs.sh
@@ -0,0 +1,52 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOTFS="${ROOTFS_DIR:-/opt/nvidia/Linux_for_Tegra/rootfs}"
+
+if [[ ! -d "$ROOTFS" ]]; then
+    echo "ERROR: Rootfs directory not found: $ROOTFS" >&2
+    exit 1
+fi
+
+echo "=== Hardening rootfs: $ROOTFS ==="
+
+echo "[1/5] Disabling SSH..."
+for unit in sshd.service ssh.service; do
+    sudo ln -sf /dev/null "$ROOTFS/etc/systemd/system/$unit" 2>/dev/null || true
+done
+sudo rm -f "$ROOTFS/etc/ssh/sshd_config"
+
+echo "[2/5] Masking getty and serial console services..."
+for unit in "getty@.service" "serial-getty@.service"; do
+    sudo ln -sf /dev/null "$ROOTFS/etc/systemd/system/$unit"
+done
+
+echo "[3/5] Disabling serial console in bootloader config..."
+EXTLINUX="$ROOTFS/boot/extlinux/extlinux.conf"
+if [[ -f "$EXTLINUX" ]]; then
+    sudo sed -i 's/console=ttyTCU0[^ ]*//' "$EXTLINUX"
+    sudo sed -i 's/console=ttyS0[^ ]*//' "$EXTLINUX"
+    sudo sed -i 's/  */ /g' "$EXTLINUX"
+fi
+
+echo "[4/5] Applying sysctl hardening..."
+sudo tee "$ROOTFS/etc/sysctl.d/99-azaion-hardening.conf" > /dev/null <<'EOF'
+kernel.yama.ptrace_scope = 3
+kernel.core_pattern = |/bin/false
+kernel.kptr_restrict = 2
+kernel.dmesg_restrict = 1
+net.ipv4.conf.all.rp_filter = 1
+net.ipv4.conf.default.rp_filter = 1
+net.ipv4.conf.all.accept_redirects = 0
+net.ipv4.conf.default.accept_redirects = 0
+net.ipv4.conf.all.send_redirects = 0
+net.ipv4.conf.default.send_redirects = 0
+EOF
+
+echo "[5/5] Locking root account..."
+if [[ -f "$ROOTFS/etc/shadow" ]]; then
+    sudo sed -i 's|^root:[^:]*:|root:!:|' "$ROOTFS/etc/shadow"
+fi
+
+echo ""
+echo "Hardening complete."
diff --git a/scripts/provision_devices.sh b/scripts/provision_devices.sh
new file mode 100755
index 0000000..9f6cadb
--- /dev/null
+++ b/scripts/provision_devices.sh
@@ -0,0 +1,292 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+ENV_FILE="$SCRIPT_DIR/.env"
+
+HARDEN="${HARDEN:-true}"
+while [[ $# -gt 0 ]]; do
+    case "$1" in
+        --no-harden) HARDEN="false"; shift ;;
+        *) echo "ERROR: Unknown option: $1" >&2; exit 1 ;;
+    esac
+done
+
+NVIDIA_VENDOR="0955"
+
+declare -A PID_TO_MODEL=(
+    ["7523"]="Orin Nano"
+    ["7323"]="Orin NX 16GB"
+    ["7423"]="Orin NX 8GB"
+)
+
+declare -A PID_TO_BOARD_CONFIG=(
+    ["7523"]="jetson-orin-nano-devkit"
+    ["7323"]="jetson-orin-nx-devkit"
+    ["7423"]="jetson-orin-nx-devkit"
+)
+
+require_env_var() {
+    local name="$1"
+    local val="${!name:-}"
+    if [[ -z "$val" ]]; then
+        echo "ERROR: $name is not set in $ENV_FILE" >&2
+        exit 1
+    fi
+}
+
+api_post() {
+    local url="$1"; shift
+    local response
+    response="$(curl -sS -w "\n%{http_code}" -X POST "$url" -H "Content-Type: application/json" "$@")"
+    echo "$response"
+}
+
+provision_single_device() {
+    local device_line="$1"
+    local usb_id="$2"
+    local board_config="$3"
+
+    echo "[Step 1/5] Registering device with admin API..."
+    local reg_response reg_http reg_body
+    reg_response="$(api_post "${API_URL}/devices" -H "Authorization: Bearer $TOKEN")"
+    reg_http="$(echo "$reg_response" | tail -1)"
+    reg_body="$(echo "$reg_response" | sed '$d')"
+
+    if [[ "$reg_http" != "200" && "$reg_http" != "201" ]]; then
+        echo "ERROR: Device registration failed (HTTP $reg_http)" >&2
+        echo "$reg_body" >&2
+        RESULTS+=("$usb_id | FAILED | registration error HTTP $reg_http")
+        return 1
+    fi
+
+    local serial dev_email dev_password
+    serial="$(echo "$reg_body" | jq -r '.serial // .Serial // empty')"
+    dev_email="$(echo "$reg_body" | jq -r '.email // .Email // empty')"
+    dev_password="$(echo "$reg_body" | jq -r '.password // .Password // empty')"
+
+    if [[ -z "$serial" || -z "$dev_email" || -z "$dev_password" ]]; then
+        echo "ERROR: Incomplete response from POST /devices" >&2
+        RESULTS+=("$usb_id | FAILED | incomplete API response")
+        return 1
+    fi
+
+    echo "  Assigned serial: $serial"
+    echo "  Email: $dev_email"
+
+    echo "[Step 2/5] Writing device.conf to rootfs staging..."
+    local conf_dir="${ROOTFS_DIR}/etc/azaion"
+    sudo mkdir -p "$conf_dir"
+    local conf_path="${conf_dir}/device.conf"
+    printf 'AZAION_DEVICE_EMAIL=%s\nAZAION_DEVICE_PASSWORD=%s\n' "$dev_email" "$dev_password" \
+        | sudo tee "$conf_path" > /dev/null
+    sudo chmod 600 "$conf_path"
+    echo "  Written: $conf_path"
+
+    echo "[Step 3/5] Fusing device (odmfuse.sh)..."
+    if ! sudo "$L4T_DIR/odmfuse.sh" --instance "$usb_id" 2>&1; then
+        echo "ERROR: Fusing failed for $serial ($usb_id)" >&2
+        RESULTS+=("$usb_id | $serial | FAILED | fuse error")
+        return 1
+    fi
+
+    echo ""
+    echo "[$serial] Fuse complete."
+    read -rp "  Power-cycle the device and put it back in recovery mode. Press Enter when ready..."
+
+    echo "[Step 4/5] Flashing device (flash.sh)..."
+    if ! sudo "$L4T_DIR/flash.sh" "$board_config" "$FLASH_TARGET" --instance "$usb_id" 2>&1; then
+        echo "ERROR: Flashing failed for $serial ($usb_id)" >&2
+        RESULTS+=("$usb_id | $serial | FAILED | flash error")
+        return 1
+    fi
+
+    echo ""
+    echo "[$serial] Flash complete."
+    echo "  >>> Apply sticker with serial: $serial <<<"
+    read -rp "  Power-cycle for first boot. Press Enter when done..."
+
+    echo "[Step 5/5] $serial provisioned successfully."
+    RESULTS+=("$usb_id | $serial | OK")
+}
+
+# --- main ---
+
+if [[ ! -f "$ENV_FILE" ]]; then
+    echo "ERROR: $ENV_FILE not found. Copy .env.example to .env and fill in values." >&2
+    exit 1
+fi
+
+set -a
+source "$ENV_FILE"
+set +a
+
+for var in ADMIN_EMAIL ADMIN_PASSWORD API_URL LOADER_IMAGE_TAR; do
+    require_env_var "$var"
+done
+API_URL="${API_URL%/}"
+
+RESOURCE_API_URL="${RESOURCE_API_URL:-$API_URL}"
+LOADER_DEV_STAGE="${LOADER_DEV_STAGE:-main}"
+LOADER_IMAGE="${LOADER_IMAGE:-localhost:5000/loader:arm}"
+FLASH_TARGET="${FLASH_TARGET:-nvme0n1p1}"
+
+L4T_VERSION="${L4T_VERSION:-r36.4.4}"
+L4T_DIR="${L4T_DIR:-/opt/nvidia/Linux_for_Tegra}"
+ROOTFS_DIR="${ROOTFS_DIR:-$L4T_DIR/rootfs}"
+
+export L4T_VERSION L4T_DIR ROOTFS_DIR RESOURCE_API_URL LOADER_DEV_STAGE LOADER_IMAGE LOADER_IMAGE_TAR
+
+echo "=== Installing host dependencies ==="
+sudo apt-get update -qq
+sudo apt-get install -y usbutils curl jq wget
+[[ "$(uname -m)" != "aarch64" ]] && sudo apt-get install -y qemu-user-static binfmt-support
+echo ""
+
+echo "=== L4T BSP setup ==="
+"$SCRIPT_DIR/ensure_l4t.sh"
+echo ""
+
+echo "=== Setting up rootfs (Docker + application) ==="
+"$SCRIPT_DIR/setup_rootfs_docker.sh"
+echo ""
+
+if [[ "$HARDEN" == "true" ]]; then
+    echo "=== Applying security hardening ==="
+    "$SCRIPT_DIR/harden_rootfs.sh"
+    echo ""
+else
+    echo "=== Security hardening SKIPPED (--no-harden) ==="
+    echo ""
+fi
+
+echo "=== Authenticating with admin API ==="
+LOGIN_JSON="$(printf '{"email":"%s","password":"%s"}' "$ADMIN_EMAIL" "$ADMIN_PASSWORD")"
+LOGIN_RESPONSE="$(api_post "${API_URL}/login" -d "$LOGIN_JSON")"
+LOGIN_HTTP="$(echo "$LOGIN_RESPONSE" | tail -1)"
+LOGIN_BODY="$(echo "$LOGIN_RESPONSE" | sed '$d')"
+
+if [[ "$LOGIN_HTTP" != "200" ]]; then
+    echo "ERROR: Login failed (HTTP $LOGIN_HTTP)" >&2
+    echo "$LOGIN_BODY" >&2
+    exit 1
+fi
+
+TOKEN="$(echo "$LOGIN_BODY" | jq -r '.token // .Token // empty')"
+if [[ -z "$TOKEN" ]]; then
+    echo "ERROR: No token in login response" >&2
+    echo "$LOGIN_BODY" >&2
+    exit 1
+fi
+echo "Authenticated successfully."
+echo ""
+
+echo "=== Scanning for Jetson devices in recovery mode ==="
+LSUSB_OUTPUT="$(lsusb -d "${NVIDIA_VENDOR}:" 2>/dev/null || true)"
+
+if [[ -z "$LSUSB_OUTPUT" ]]; then
+    echo "No Jetson devices found in recovery mode."
+    echo "Ensure devices are connected via USB and in recovery mode (hold Force Recovery, press Power)."
+    exit 0
+fi
+
+DEVICES=()
+DEVICE_PIDS=()
+DEVICE_MODELS=()
+while IFS= read -r line; do
+    pid="$(echo "$line" | grep -oP "${NVIDIA_VENDOR}:\K[0-9a-fA-F]+")"
+    if [[ -n "${PID_TO_BOARD_CONFIG[$pid]:-}" ]]; then
+        DEVICES+=("$line")
+        DEVICE_PIDS+=("$pid")
+        DEVICE_MODELS+=("${PID_TO_MODEL[$pid]:-Unknown (PID $pid)}")
+    fi
+done <<< "$LSUSB_OUTPUT"
+
+DEVICE_COUNT="${#DEVICES[@]}"
+
+if [[ "$DEVICE_COUNT" -eq 0 ]]; then
+    echo "No supported Jetson devices found."
+    echo "Detected NVIDIA USB devices but none matched known Jetson Orin product IDs."
+    exit 0
+fi
+
+echo ""
+echo "Select device(s) to provision."
+echo "  one device, e.g. 1"
+echo "  some devices, e.g. 1 3 4"
+echo "  or all devices: 0"
+echo ""
+echo "--------------------------------------------"
+echo "Connected Jetson devices (recovery mode):"
+echo "--------------------------------------------"
+for i in "${!DEVICES[@]}"; do
+    num=$((i + 1))
+    printf "%-3s %-16s %s\n" "$num" "[${DEVICE_MODELS[$i]}]" "${DEVICES[$i]}"
+done
+echo "--------------------------------------------"
+echo "0 - provision all devices"
+echo ""
+
+read -rp "Your selection: " SELECTION
+
+SELECTED_INDICES=()
+if [[ "$SELECTION" == "0" ]]; then
+    for i in "${!DEVICES[@]}"; do
+        SELECTED_INDICES+=("$i")
+    done
+else
+    for num in $SELECTION; do
+        if [[ "$num" =~ ^[0-9]+$ ]] && (( num >= 1 && num <= DEVICE_COUNT )); then
+            SELECTED_INDICES+=("$((num - 1))")
+        else
+            echo "ERROR: Invalid selection: $num (must be 1-$DEVICE_COUNT or 0 for all)" >&2
+            exit 1
+        fi
+    done
+fi
+
+if [[ ${#SELECTED_INDICES[@]} -eq 0 ]]; then
+    echo "No devices selected."
+    exit 0
+fi
+
+echo ""
+echo "=== Provisioning ${#SELECTED_INDICES[@]} device(s) ==="
+echo ""
+
+RESULTS=()
+
+for idx in "${SELECTED_INDICES[@]}"; do
+    DEVICE_LINE="${DEVICES[$idx]}"
+    USB_ID="$(echo "$DEVICE_LINE" | grep -oP 'Bus \K[0-9]+')-$(echo "$DEVICE_LINE" | grep -oP 'Device \K[0-9]+')"
+    BOARD_CONFIG="${PID_TO_BOARD_CONFIG[${DEVICE_PIDS[$idx]}]:-}"
+    if [[ -z "$BOARD_CONFIG" ]]; then
+        echo "ERROR: Unknown Jetson product ID: $NVIDIA_VENDOR:${DEVICE_PIDS[$idx]}" >&2
+        RESULTS+=("$USB_ID | FAILED | unknown product ID")
+        continue
+    fi
+    echo "--------------------------------------------"
+    echo "Device: ${DEVICE_MODELS[$idx]} — $DEVICE_LINE"
+    echo "USB instance: $USB_ID"
+    echo "Board config: $BOARD_CONFIG"
+    echo "--------------------------------------------"
+
+    provision_single_device "$DEVICE_LINE" "$USB_ID" "$BOARD_CONFIG" || true
+    echo ""
+done
+
+CONF_CLEANUP="${ROOTFS_DIR}/etc/azaion/device.conf"
+if [[ -f "$CONF_CLEANUP" ]]; then
+    sudo rm -f "$CONF_CLEANUP"
+fi
+
+echo ""
+echo "========================================"
+echo "         Provisioning Summary"
+echo "========================================"
+printf "%-12s | %-10s | %s\n" "USB ID" "Serial" "Status"
+echo "----------------------------------------"
+for r in "${RESULTS[@]}"; do
+    echo "$r"
+done
+echo "========================================"
diff --git a/scripts/setup_rootfs_docker.sh b/scripts/setup_rootfs_docker.sh
new file mode 100755
index 0000000..2ff94a8
--- /dev/null
+++ b/scripts/setup_rootfs_docker.sh
@@ -0,0 +1,179 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOTFS="${ROOTFS_DIR:-/opt/nvidia/Linux_for_Tegra/rootfs}"
+LOADER_IMAGE_TAR="${LOADER_IMAGE_TAR:-}"
+RESOURCE_API_URL="${RESOURCE_API_URL:-https://api.azaion.com}"
+LOADER_DEV_STAGE="${LOADER_DEV_STAGE:-main}"
+LOADER_IMAGE="${LOADER_IMAGE:-localhost:5000/loader:arm}"
+
+if [[ ! -d "$ROOTFS" ]]; then
+    echo "ERROR: Rootfs directory not found: $ROOTFS" >&2
+    exit 1
+fi
+
+if [[ -z "$LOADER_IMAGE_TAR" ]]; then
+    echo "ERROR: LOADER_IMAGE_TAR not set. Set it in .env to the Loader Docker image tar path." >&2
+    exit 1
+fi
+
+if [[ ! -f "$LOADER_IMAGE_TAR" ]]; then
+    echo "ERROR: Loader image tar not found: $LOADER_IMAGE_TAR" >&2
+    exit 1
+fi
+
+cleanup_mounts() {
+    for mp in proc sys dev/pts dev; do
+        sudo umount "$ROOTFS/$mp" 2>/dev/null || true
+    done
+    if [[ -f "$ROOTFS/etc/resolv.conf.setup-bak" ]]; then
+        sudo mv "$ROOTFS/etc/resolv.conf.setup-bak" "$ROOTFS/etc/resolv.conf"
+    fi
+}
+
+setup_mounts() {
+    for mp in proc sys dev dev/pts; do
+        mountpoint -q "$ROOTFS/$mp" 2>/dev/null && sudo umount "$ROOTFS/$mp" 2>/dev/null || true
+    done
+    sudo mount --bind /proc "$ROOTFS/proc"
+    sudo mount --bind /sys "$ROOTFS/sys"
+    sudo mount --bind /dev "$ROOTFS/dev"
+    sudo mount --bind /dev/pts "$ROOTFS/dev/pts"
+    if [[ -f "$ROOTFS/etc/resolv.conf" ]]; then
+        sudo cp "$ROOTFS/etc/resolv.conf" "$ROOTFS/etc/resolv.conf.setup-bak"
+    fi
+    sudo cp /etc/resolv.conf "$ROOTFS/etc/resolv.conf"
+}
+
+if [[ "$(uname -m)" != "aarch64" ]]; then
+    if [[ ! -f "$ROOTFS/usr/bin/qemu-aarch64-static" ]]; then
+        sudo cp /usr/bin/qemu-aarch64-static "$ROOTFS/usr/bin/"
+    fi
+fi
+
+trap cleanup_mounts EXIT
+
+echo "=== Setting up Docker in rootfs ==="
+echo "  Rootfs: $ROOTFS"
+echo "  Image tar: $LOADER_IMAGE_TAR"
+echo ""
+
+setup_mounts
+
+if sudo chroot "$ROOTFS" docker --version &>/dev/null; then
+    echo "[1/6] Docker already installed, skipping..."
+else
+    echo "[1/6] Installing Docker Engine..."
+    sudo chroot "$ROOTFS" bash -c '
+        apt-get update
+        apt-get install -y ca-certificates curl gnupg
+        install -m 0755 -d /etc/apt/keyrings
+        curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc
+        chmod a+r /etc/apt/keyrings/docker.asc
+        . /etc/os-release
+        echo "deb [arch=arm64 signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu $VERSION_CODENAME stable" > /etc/apt/sources.list.d/docker.list
+        apt-get update
+        apt-get install -y docker-ce docker-ce-cli containerd.io docker-compose-plugin
+        apt-get clean
+        rm -rf /var/lib/apt/lists/*
+    '
+fi
+
+if sudo chroot "$ROOTFS" dpkg -l nvidia-container-toolkit 2>/dev/null | grep -q '^ii'; then
+    echo "[2/6] NVIDIA Container Toolkit already installed, skipping..."
+else
+    echo "[2/6] Installing NVIDIA Container Toolkit..."
+    sudo chroot "$ROOTFS" bash -c '
+        curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey \
+            | gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg
+        curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list \
+            | sed "s#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g" \
+            > /etc/apt/sources.list.d/nvidia-container-toolkit.list
+        apt-get update
+        apt-get install -y nvidia-container-toolkit
+        apt-get clean
+        rm -rf /var/lib/apt/lists/*
+    '
+fi
+
+echo "[3/6] Configuring Docker daemon (NVIDIA default runtime)..."
+sudo mkdir -p "$ROOTFS/etc/docker"
+sudo tee "$ROOTFS/etc/docker/daemon.json" > /dev/null <<'EOF'
+{
+    "default-runtime": "nvidia",
+    "runtimes": {
+        "nvidia": {
+            "path": "nvidia-container-runtime",
+            "runtimeArgs": []
+        }
+    }
+}
+EOF
+
+echo "[4/6] Enabling Docker and containerd services..."
+sudo mkdir -p "$ROOTFS/etc/systemd/system/multi-user.target.wants"
+sudo ln -sf /lib/systemd/system/docker.service \
+    "$ROOTFS/etc/systemd/system/multi-user.target.wants/docker.service"
+sudo ln -sf /lib/systemd/system/containerd.service \
+    "$ROOTFS/etc/systemd/system/multi-user.target.wants/containerd.service"
+
+echo "[5/6] Creating Azaion application layout..."
+sudo mkdir -p "$ROOTFS/opt/azaion/models"
+sudo mkdir -p "$ROOTFS/opt/azaion/state"
+
+sudo tee "$ROOTFS/opt/azaion/docker-compose.yml" > /dev/null <<EOF
+services:
+  loader:
+    image: ${LOADER_IMAGE}
+    restart: unless-stopped
+    ports:
+      - "8080:8080"
+    volumes:
+      - /var/run/docker.sock:/var/run/docker.sock
+      - /opt/azaion/docker-compose.yml:/app/docker-compose.yml:ro
+      - /opt/azaion/models:/app/models
+      - /opt/azaion/state:/app/state
+      - /etc/azaion/device.conf:/etc/azaion/device.conf:ro
+    environment:
+      RESOURCE_API_URL: ${RESOURCE_API_URL}
+      LOADER_COMPOSE_FILE: /app/docker-compose.yml
+      LOADER_MODEL_DIR: /app/models
+      LOADER_DOWNLOAD_STATE_DIR: /app/state
+      LOADER_DEV_STAGE: ${LOADER_DEV_STAGE}
+      LOADER_ARCH: arm64
+EOF
+
+echo "[6/6] Installing Loader image and boot service..."
+sudo cp "$LOADER_IMAGE_TAR" "$ROOTFS/opt/azaion/loader-image.tar"
+
+sudo tee "$ROOTFS/opt/azaion/boot.sh" > /dev/null <<'EOF'
+#!/bin/bash
+set -e
+if [ -f /opt/azaion/loader-image.tar ]; then
+    docker load -i /opt/azaion/loader-image.tar
+    rm -f /opt/azaion/loader-image.tar
+fi
+docker compose -f /opt/azaion/docker-compose.yml up -d
+EOF
+sudo chmod 755 "$ROOTFS/opt/azaion/boot.sh"
+
+sudo tee "$ROOTFS/etc/systemd/system/azaion-loader.service" > /dev/null <<'EOF'
+[Unit]
+Description=Azaion Loader
+After=docker.service
+Requires=docker.service
+
+[Service]
+Type=oneshot
+RemainAfterExit=yes
+ExecStart=/opt/azaion/boot.sh
+
+[Install]
+WantedBy=multi-user.target
+EOF
+
+sudo ln -sf /etc/systemd/system/azaion-loader.service \
+    "$ROOTFS/etc/systemd/system/multi-user.target.wants/azaion-loader.service"
+
+echo ""
+echo "Docker setup complete."