diff --git a/0-setup/PRESETUP.md b/0-setup/PRESETUP.md
new file mode 100644
index 0000000..d1d2ac4
--- /dev/null
+++ b/0-setup/PRESETUP.md
@@ -0,0 +1,359 @@
+
+
+# Arduino UNO Q -- Workshop Master Setup Guide
+
+This document consolidates all validated working steps used during
+provisioning and workshop preparation.
+
+------------------------------------------------------------------------
+
+# 🔁 Reflash Debian Image
+
+Official guide:
+
+https://docs.arduino.cc/tutorials/uno-q/update-image/
+
+Reflash the board before starting the setup to ensure a clean state.
+
+```sh
+cd ~/Downloads/arduino-flasher-cli-0.5.0-linux-amd64/
+./arduino-flasher-cli flash arduino-unoq-debian-image-20251229-457.tar.zst
+```
+
+------------------------------------------------------------------------
+
+# 🧰 Initial Setup via ADB
+
+## 1️⃣ First Boot -- Mandatory Password Setup
+
+After flashing, the board requires setting a password.
+
+Set it to `arduino` (workshop default):
+
+``` bash
+adb shell "printf '%s\n%s\n' 'arduino' 'arduino' | passwd"
+```
+
+------------------------------------------------------------------------
+
+## 2️⃣ Connect to Wi-Fi
+
+``` bash
+adb shell "nmcli dev wifi connect 'SSID' password 'PASSWORD'"
+```
+
+Verify:
+
+``` bash
+adb shell "ip addr show wlan0"
+```
+
+------------------------------------------------------------------------
+
+# 🔐 Enable SSH (CRITICAL STEP)
+
+After fresh flash, SSH service fails because host keys are missing.
+
+Generate host keys:
+
+``` bash
+adb shell "echo 'arduino' | sudo -S ssh-keygen -A"
+```
+
+Enable and start SSH:
+
+``` bash
+adb shell "echo 'arduino' | sudo -S systemctl enable ssh"
+adb shell "echo 'arduino' | sudo -S systemctl start ssh"
+```
+
+Verify:
+
+``` bash
+adb shell "echo 'arduino' | sudo -S systemctl status ssh --no-pager"
+adb shell "ss -ltnp | grep ':22' || true"
+```
+
+Expected:
+
+    Server listening on 0.0.0.0 port 22.
+
+------------------------------------------------------------------------
+
+## 3️⃣ Test SSH
+
+From your computer:
+
+``` bash
+ssh arduino@<BOARD_IP>
+```
+
+Password:
+
+    arduino
+
+------------------------------------------------------------------------
+
+# 🖥 Prevent Screen Sleep
+
+Adb Command:
+
+```sh
+adb shell "echo 'arduino' | sudo -S sh -c 'mkdir -p /etc/X11/xorg.conf.d && cat > /etc/X11/xorg.conf.d/10-monitor.conf <<\"EOF\"
+Section \"Monitor\"
+    Identifier \"Monitor0\"
+    Option \"DPMS\" \"false\"
+EndSection
+
+Section \"ServerFlags\"
+    Option \"StandbyTime\" \"0\"
+    Option \"SuspendTime\" \"0\"
+    Option \"OffTime\" \"0\"
+    Option \"BlankTime\" \"0\"
+EndSection
+EOF'"
+```
+
+------------------------------------------------------------------------
+
+# Fioup
+
+
+```sh
+sudo apt update
+sudo apt install -y apt-transport-https ca-certificates curl gnupg
+
+
+curl -L https://fioup.foundries.io/pkg/deb/dists/stable/Release.gpg | sudo gpg --dearmor -o /etc/apt/trusted.gpg.d/fioup-stable.gpg
+
+echo 'deb [signed-by=/etc/apt/trusted.gpg.d/fioup-stable.gpg] https://fioup.foundries.io/pkg/deb stable main' | sudo tee /etc/apt/sources.list.d/fioup.list
+
+
+sudo apt update
+sudo apt install -y fioup
+
+sudo mkdir -p /var/sota
+sudo chown -R $USER /var/sota
+
+sudo usermod -aG docker $USER
+
+sudo fioup register --api-token <TOKEN> --factory <FACTORY_NAME> --name <DEVICE_IP> --apps pingpong-webui
+
+sudo -S sed -i '/^\[uptane\]/a polling_seconds = \"10\"' /var/sota/sota.toml
+
+sudo grep -A3 '^\[uptane\]' /var/sota/sota.toml
+
+sudo -S systemctl enable fioup
+sudo -S systemctl start fioup
+
+```
+
+
+## Desktop icon (Chromium fullscreen)
+
+Creates a desktop shortcut that launches Chromium in kiosk mode.
+
+```sh
+adb shell "mkdir -p /home/arduino/Desktop"
+
+adb shell "cat << 'EOF' > /home/arduino/Desktop/App.desktop
+[Desktop Entry]
+Version=1.0
+Type=Application
+Name=App
+Comment=
+Exec=chromium --kiosk http://localhost:8000
+Icon=audio-input-microphone
+Path=
+Terminal=false
+StartupNotify=false
+EOF"
+
+adb shell "chmod 644 /home/arduino/Desktop/App.desktop"
+adb shell "chown arduino:arduino /home/arduino/Desktop/App.desktop"
+``` 
+
+## Auto Start
+
+Starts Chromium automatically in fullscreen kiosk mode after login.
+
+```sh
+adb shell "echo 'arduino' | sudo -S sh -c 'cat > /etc/xdg/autostart/kiosk.desktop <<\"EOF\"
+[Desktop Entry]
+Type=Application
+Name=Kiosk
+Exec=chromium --kiosk http://localhost:8000
+X-GNOME-Autostart-enabled=true
+EOF'"
+```
+
+## DISABLE APPLABS
+
+```sh
+adb shell "echo 'arduino' | sudo -S rm /etc/xdg/autostart/ArduinoAppLab.desktop"
+```
+
+## Auto Login
+
+Enables automatic login for user `arduino` at boot.
+
+```sh
+adb shell "echo 'arduino' | sudo -S mkdir -p /etc/lightdm/lightdm.conf.d"
+
+adb shell "echo 'arduino' | sudo -S sh -c 'cat > /etc/lightdm/lightdm.conf.d/50-autologin.conf <<\"EOF\"
+[Seat:*]
+autologin-user=arduino
+autologin-user-timeout=0
+EOF'"
+
+adb shell "echo 'arduino' | sudo -S reboot"
+```
+
+------------------------------------------------------------------------
+
+# 🐳 Docker Registry Mirror -- Workshop Setup (Optional)
+
+## 1️⃣ Server Setup (Laptop)
+
+``` bash
+mkdir registry-mirror
+cd registry-mirror
+```
+
+### config.yml
+
+``` yaml
+version: 0.1
+
+log:
+  level: info
+
+http:
+  addr: 0.0.0.0:5000
+
+storage:
+  filesystem:
+    rootdirectory: /var/lib/registry
+
+proxy:
+  remoteurl: https://registry-1.docker.io
+```
+
+### docker-compose.yml
+
+``` yaml
+services:
+  registry-mirror:
+    image: registry:2
+    container_name: registry-mirror
+    restart: always
+    ports:
+      - "5000:5000"
+    volumes:
+      - ./config.yml:/etc/docker/registry/config.yml:ro
+      - registry-data:/var/lib/registry
+
+volumes:
+  registry-data:
+```
+
+Start:
+
+``` bash
+docker compose up -d
+```
+
+Verify:
+
+``` bash
+curl http://localhost:5000/v2/
+```
+
+Expected:
+
+    {}
+
+------------------------------------------------------------------------
+
+## 2️⃣ Configure Clients
+
+Use your own mirror hostname and server IP in place of `pc-server` and `192.168.20.10`.
+
+Add to `/etc/hosts`:
+``` sh
+echo "192.168.20.10   pc-server" | sudo tee -a /etc/hosts >/dev/null
+```
+
+Edit `/etc/docker/daemon.json`:
+
+``` sh
+sudo tee /etc/docker/daemon.json >/dev/null <<'EOF'
+{
+  "log-driver": "json-file",
+  "log-opts": {
+    "max-size": "10m",
+    "max-file": "2"
+  },
+  "registry-mirrors": ["http://pc-server:5000"],
+  "insecure-registries": ["pc-server:5000"]
+}
+EOF
+```
+
+Restart Docker:
+
+``` bash
+sudo systemctl restart docker
+```
+
+------------------------------------------------------------------------
+
+## 3️⃣ Validate Mirror
+
+On one board:
+
+``` bash
+docker pull debian:trixie-slim
+```
+
+On server:
+
+``` bash
+docker logs -f registry-mirror
+```
+
+------------------------------------------------------------------------
+
+## 4️⃣ Pre-Warm Cache (Before Workshop)
+
+``` bash
+docker pull debian:trixie-slim
+docker pull registry:2
+docker pull python:3
+```
+------------------------------------------------------------------------
+
+# 🌐 Static IP Configuration (Optional)
+
+Set static IP example:
+
+``` bash
+adb shell "echo 'arduino' | sudo -S nmcli connection modify 'FoundriesWorkshop' ipv4.method manual ipv4.addresses 192.168.20.20/24 ipv4.gateway 192.168.20.1 ipv4.dns 8.8.8.8"
+```
+
+Restart connection:
+
+``` bash
+adb shell "echo 'arduino' | sudo -S nmcli connection down 'FoundriesWorkshop'"
+adb shell "echo 'arduino' | sudo -S nmcli connection up 'FoundriesWorkshop'"
+```
+
+------------------------------------------------------------------------
+
+## Revert Back to DHCP
+
+``` bash
+adb shell "echo 'arduino' | sudo -S nmcli connection modify 'FoundriesWorkshop' ipv4.method auto"
+adb shell "echo 'arduino' | sudo -S nmcli connection down 'FoundriesWorkshop'"
+adb shell "echo 'arduino' | sudo -S nmcli connection up 'FoundriesWorkshop'"
+```
\ No newline at end of file
diff --git a/0-setup/uno_q_provision.sh b/0-setup/uno_q_provision.sh
deleted file mode 100644
index f2eef8b..0000000
--- a/0-setup/uno_q_provision.sh
+++ /dev/null
@@ -1,214 +0,0 @@
-\
-#!/usr/bin/env bash
-set -euo pipefail
-
-# UNO Q Workshop Provisioning via ADB
-# - Sets user password (first boot)
-# - Connects to Wi-Fi
-# - Enables SSH (generates host keys)
-# - Optional: set static IP or DHCP
-# - Optional: configure /etc/hosts + Docker registry mirror + restart docker
-#
-# Usage examples:
-#   ./uno_q_provision.sh --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123'
-#   ./uno_q_provision.sh --serial 1710162692 --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123' --password arduino
-#   ./uno_q_provision.sh --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123' --static-ip 192.168.20.20 --gateway 192.168.20.1 --dns 8.8.8.8
-#   ./uno_q_provision.sh --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123' --configure-mirror --server-ip 192.168.20.10 --mirror-host rauls-server
-
-############################
-# Defaults (override via args)
-############################
-SERIAL=""                         # If empty, uses the first "device" from adb devices
-PASSWORD="arduino"                # Password to set for user (and used for sudo -S)
-SSID="FoundriesWorkshop"
-WIFI_PASS="@FoundriesWorkshop123"
-
-# Network (optional)
-USE_DHCP=1                        # default: DHCP
-STATIC_IP=""                      # e.g., 192.168.20.20
-GATEWAY="192.168.20.1"
-DNS="8.8.8.8"
-
-# Docker mirror (optional)
-CONFIGURE_MIRROR=0
-MIRROR_HOST="rauls-server"
-SERVER_IP="192.168.20.10"         # server IP for /etc/hosts entry
-MIRROR_PORT="5000"
-
-# Safety toggles
-DOCKER_RESTART=1                  # restart docker after daemon.json change
-
-########################################
-# Helpers
-########################################
-die() { echo "ERROR: $*" >&2; exit 1; }
-
-usage() {
-  cat <<EOF
-UNO Q provisioning via ADB
-
-Options:
-  --serial <id>            ADB device serial (from: adb devices)
-  --password <pass>        Password to set for 'arduino' user and used for sudo -S (default: $PASSWORD)
-
-  --ssid <ssid>            Wi-Fi SSID (default: $SSID)
-  --wifi-pass <pass>       Wi-Fi password (default: hidden)
-
-  --static-ip <ip>         Configure static IPv4 (enables static mode)
-  --gateway <ip>           Gateway for static IP (default: $GATEWAY)
-  --dns <ip>               DNS for static IP (default: $DNS)
-  --dhcp                  Force DHCP (default)
-
-  --configure-mirror        Configure Docker registry mirror + /etc/hosts
-  --server-ip <ip>          Server IP for /etc/hosts (default: $SERVER_IP)
-  --mirror-host <name>      Hostname to map in /etc/hosts (default: $MIRROR_HOST)
-  --mirror-port <port>      Mirror port (default: $MIRROR_PORT)
-  --no-docker-restart       Do not restart docker (if you want to do it manually)
-
-Examples:
-  ./uno_q_provision.sh --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123'
-  ./uno_q_provision.sh --serial 1710162692 --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123' --password arduino
-  ./uno_q_provision.sh --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123' --static-ip 192.168.20.20 --gateway 192.168.20.1 --dns 8.8.8.8
-  ./uno_q_provision.sh --ssid FoundriesWorkshop --wifi-pass '@FoundriesWorkshop123' --configure-mirror --server-ip 192.168.20.10 --mirror-host rauls-server
-
-EOF
-}
-
-pick_serial_if_needed() {
-  if [[ -n "$SERIAL" ]]; then return 0; fi
-  local first
-  first="$(adb devices | awk 'NR>1 && $2=="device" {print $1; exit}')"
-  [[ -n "$first" ]] || die "No ADB devices found. Check USB and run: adb devices"
-  SERIAL="$first"
-}
-
-adbsh() {
-  adb -s "$SERIAL" shell "$@"
-}
-
-sudo_sh() {
-  local cmd="$1"
-  adbsh "echo '$PASSWORD' | sudo -S sh -c \"$cmd\""
-}
-
-########################################
-# Arg parsing
-########################################
-while [[ $# -gt 0 ]]; do
-  case "$1" in
-    --serial) SERIAL="${2:-}"; shift 2 ;;
-    --password) PASSWORD="${2:-}"; shift 2 ;;
-    --ssid) SSID="${2:-}"; shift 2 ;;
-    --wifi-pass) WIFI_PASS="${2:-}"; shift 2 ;;
-
-    --static-ip) STATIC_IP="${2:-}"; USE_DHCP=0; shift 2 ;;
-    --gateway) GATEWAY="${2:-}"; shift 2 ;;
-    --dns) DNS="${2:-}"; shift 2 ;;
-    --dhcp) USE_DHCP=1; STATIC_IP=""; shift 1 ;;
-
-    --configure-mirror) CONFIGURE_MIRROR=1; shift 1 ;;
-    --server-ip) SERVER_IP="${2:-}"; shift 2 ;;
-    --mirror-host) MIRROR_HOST="${2:-}"; shift 2 ;;
-    --mirror-port) MIRROR_PORT="${2:-}"; shift 2 ;;
-    --no-docker-restart) DOCKER_RESTART=0; shift 1 ;;
-
-    -h|--help) usage; exit 0 ;;
-    *) die "Unknown option: $1 (use --help)" ;;
-  esac
-done
-
-pick_serial_if_needed
-
-echo "==> Using ADB serial: $SERIAL"
-echo "==> SSID: $SSID"
-echo "==> DHCP: $USE_DHCP"
-[[ -n "$STATIC_IP" ]] && echo "==> Static IP: $STATIC_IP  Gateway: $GATEWAY  DNS: $DNS"
-[[ "$CONFIGURE_MIRROR" -eq 1 ]] && echo "==> Docker mirror: http://${MIRROR_HOST}:${MIRROR_PORT} (hosts: ${SERVER_IP} -> ${MIRROR_HOST})"
-
-########################################
-# 1) Set password (first boot)
-########################################
-echo "==> Setting password for 'arduino' user (value hidden)"
-adbsh "printf '%s\n%s\n' '$PASSWORD' '$PASSWORD' | passwd" >/dev/null || die "passwd failed"
-
-########################################
-# 2) Connect Wi-Fi
-########################################
-echo "==> Connecting to Wi-Fi..."
-adbsh "nmcli dev wifi connect '$SSID' password '$WIFI_PASS'" || die "nmcli wifi connect failed"
-
-echo "==> IP info (wlan0):"
-adbsh "ip -4 addr show wlan0 | grep inet || true"
-
-########################################
-# 3) Enable SSH (host keys + service)
-########################################
-echo "==> Ensuring SSH host keys exist..."
-sudo_sh "ssh-keygen -A" >/dev/null || die "ssh-keygen -A failed"
-
-echo "==> Enabling + starting SSH..."
-sudo_sh "systemctl enable ssh >/dev/null 2>&1 || true"
-sudo_sh "systemctl restart ssh" || die "systemctl restart ssh failed"
-
-echo "==> SSH status:"
-sudo_sh "systemctl status ssh --no-pager | sed -n '1,12p'" || true
-adbsh "ss -ltnp | grep ':22' || true"
-
-########################################
-# 4) Optional: network static/DHCP
-########################################
-CONN="$SSID"
-
-if [[ "$USE_DHCP" -eq 1 ]]; then
-  echo "==> Setting IPv4 method: DHCP (auto) on connection '$CONN'"
-  sudo_sh "nmcli connection modify '$CONN' ipv4.method auto" || true
-else
-  [[ -n "$STATIC_IP" ]] || die "Static mode selected but --static-ip is empty"
-  echo "==> Setting IPv4 method: manual on connection '$CONN'"
-  sudo_sh "nmcli connection modify '$CONN' ipv4.method manual ipv4.addresses '${STATIC_IP}/24' ipv4.gateway '$GATEWAY' ipv4.dns '$DNS'" || die "nmcli static IP config failed"
-fi
-
-echo "==> Cycling Wi-Fi connection..."
-sudo_sh "nmcli connection down '$CONN' || true"
-sudo_sh "nmcli connection up '$CONN'" || true
-
-echo "==> Current IP (wlan0):"
-adbsh "ip -4 addr show wlan0 | grep inet || true"
-
-########################################
-# 5) Optional: Docker mirror config
-########################################
-if [[ "$CONFIGURE_MIRROR" -eq 1 ]]; then
-  echo "==> Adding /etc/hosts entry for mirror host (if missing)..."
-  sudo_sh "grep -q '$MIRROR_HOST' /etc/hosts || echo '$SERVER_IP   $MIRROR_HOST' >> /etc/hosts"
-
-  echo "==> Writing /etc/docker/daemon.json (logs + mirror + insecure registries)..."
-  sudo_sh "cat > /etc/docker/daemon.json <<'EOF'
-{
-  \"log-driver\": \"json-file\",
-  \"log-opts\": {
-    \"max-size\": \"10m\",
-    \"max-file\": \"2\"
-  },
-  \"registry-mirrors\": [\"http://${MIRROR_HOST}:${MIRROR_PORT}\"],
-  \"insecure-registries\": [\"${MIRROR_HOST}:${MIRROR_PORT}\"]
-}
-EOF"
-
-  echo "==> Validating docker config..."
-  sudo_sh "dockerd --validate --config-file /etc/docker/daemon.json" || die "dockerd config validation failed"
-
-  if [[ "$DOCKER_RESTART" -eq 1 ]]; then
-    echo "==> Restarting docker..."
-    sudo_sh "systemctl restart docker" || die "docker restart failed"
-    echo "==> Docker mirror check:"
-    sudo_sh "docker info 2>/dev/null | grep -i mirror -A2 || true" || true
-  else
-    echo "==> Skipping docker restart (--no-docker-restart)."
-  fi
-fi
-
-echo "==> DONE."
-echo "Next:"
-echo "  - SSH: ssh arduino@<BOARD_IP>   (password: $PASSWORD)"
-echo "  - If using mirror: try docker pull debian:trixie-slim on the board and watch mirror logs on the server."
diff --git a/7-edgeimpulse/README.md b/7-edgeimpulse/README.md
index 1363885..6062cad 100644
--- a/7-edgeimpulse/README.md
+++ b/7-edgeimpulse/README.md
@@ -19,7 +19,8 @@ moving from prototype to production.
 
 In this lab you will:
 
-- Create an Edge Impulse project
+- Create a free [Edge Impulse account](https://edgeimp.com/foundries-ew26)
+- [Clone this project](https://studio.edgeimpulse.com/public/913211/live?utm_medium=live_event&utm_source=tradeshow&utm_campaign=36403052-embedded_world_2026&utm_content=foundries_workshop_public_project)
 - Explore an existing dataset
 - Generate features
 - Train a model
@@ -30,11 +31,17 @@ In this lab you will:
 
 ## Steps
 
+### 0) Create an Edge Impulse account
+
+Create a free [Edge Impulse account](https://edgeimp.com/foundries-ew26) to start training your ML model.
+
+---
+
 ### 1) Clone the reference project
 
 Open the public Edge Impulse project:
 
-Embedded World 2026 – Foundries Keyword Dataset
+[Embedded World 2026 – Foundries Keyword Dataset](https://studio.edgeimpulse.com/public/913211/live?utm_medium=live_event&utm_source=tradeshow&utm_campaign=36403052-embedded_world_2026&utm_content=foundries_workshop_public_project)
 
 Clone the project into your account.
 
@@ -80,7 +87,7 @@ Open the MFE processing block.
 
 Click:
 
-Generate Features
+`Generate Features`
 
 ![Generate Features](assets/edgeimpulse-4.png)
 
@@ -153,4 +160,4 @@ You should now have:
 ## Transition to next lab
 
 Next we will integrate the trained model into a containerized application
-and use voice recognition to control hardware on the device.
\ No newline at end of file
+and use voice recognition to control hardware on the device.