diff --git a/coreboot-t440p/main.sh b/coreboot-t440p/main.sh
index 19a6af9..2eb265d 100755
--- a/coreboot-t440p/main.sh
+++ b/coreboot-t440p/main.sh
@@ -72,7 +72,7 @@ run_full_install() {
   _start="${1:-1}"
 
   [ "$_start" -le 1 ]  && run_step 1  "Install Dependencies"          install_dependencies
-  [ "$_start" -le 2 ]  && run_step 2  "Verify CH341A Programmer"      step_attach_ch341a
+  [ "$_start" -le 2 ]  && run_step 2  "Connect CH341A Programmer"     step_attach_ch341a
   [ "$_start" -le 3 ]  && run_step 3  "Extract Original BIOS"         step_extract_bios
   [ "$_start" -le 4 ]  && run_step 4  "Verify BIOS Backups"           step_backup_bios
   [ "$_start" -le 5 ]  && run_step 5  "Combine BIOS Images"           step_combine_bios
diff --git a/coreboot-t440p/steps/attach_ch341a.sh b/coreboot-t440p/steps/attach_ch341a.sh
index 397020f..d41ab13 100755
--- a/coreboot-t440p/steps/attach_ch341a.sh
+++ b/coreboot-t440p/steps/attach_ch341a.sh
@@ -1,31 +1,53 @@
 #!/bin/sh
-# Step: Verify CH341A programmer connection
+# Step: Confirm CH341A programmer is connected to USB
+
+# CH341A USB vendor:product ID
+CH341A_USB_ID="1a86:5512"
 
 step_attach_ch341a() {
-  section "Verify CH341A Programmer"
+  section "Connect CH341A Programmer"
 
-  info "Make sure your CH341A programmer is:"
-  echo "  1. Connected to your computer via USB"
-  echo "  2. Set to 3.3V (NOT 5V!)"
-  echo "  3. Ribbon cable seated in the correct orientation"
+  info "Before continuing:"
+  echo "  1. Plug the CH341A into a USB port"
+  echo "  2. Set the voltage jumper to 3.3V (NEVER 5V)"
+  echo "  3. Leave the SOIC-8 clip UNATTACHED for now"
+  echo ""
+  warn "Using 5V WILL permanently damage the BIOS chips on the T440p."
+  echo ""
+  info "Clip orientation rules (applies later when reading/writing chips):"
+  echo "  - The red wire on the ribbon = pin 1"
+  echo "  - The dot/notch on the EEPROM chip = pin 1"
+  echo "  - These MUST align, or the chip will be misread or damaged"
+  echo ""
+
+  # Show reference image (cached locally, rendered inline if possible)
+  show_image "spi_flasher_assembly.png" "Reference: CH341A + SOIC-8 clip assembly"
   echo ""
-  warn "Using 5V WILL damage your BIOS chip permanently!"
 
   prompt_continue
 
-  info "Checking if flashrom detects the CH341A programmer..."
-  if run_cmd "flashrom --programmer ch341a_spi"; then
-    success "CH341A programmer detected!"
+  info "Checking USB for CH341A (id $CH341A_USB_ID)..."
+
+  if ! check_command lsusb; then
+    warn "lsusb not found. Install usbutils to enable programmer detection."
+    if prompt_yes_default "Continue without USB verification?"; then
+      return 0
+    fi
+    return 1
+  fi
+
+  if lsusb | grep -qi "$CH341A_USB_ID"; then
+    success "CH341A detected on USB bus."
     return 0
   fi
 
-  error "CH341A programmer not detected."
+  error "CH341A not found on USB bus."
   echo ""
   echo "  Troubleshooting:"
-  echo "    - Ensure the programmer is plugged in"
-  echo "    - Try a different USB port"
-  echo "    - Check the driver: lsusb | grep 1a86:5512"
-  echo "    - Make sure you have permissions (try with sudo)"
+  echo "    - Re-plug the programmer (try a different USB port)"
+  echo "    - Check with: lsusb | grep $CH341A_USB_ID"
+  echo "    - If lsusb sees it under a different ID, the device may be"
+  echo "      a clone with different firmware — note the ID and retry"
   echo ""
 
   if prompt_yes_no "Retry detection?"; then
diff --git a/coreboot-t440p/steps/extract_bios.sh b/coreboot-t440p/steps/extract_bios.sh
index 5849731..4198b44 100755
--- a/coreboot-t440p/steps/extract_bios.sh
+++ b/coreboot-t440p/steps/extract_bios.sh
@@ -1,41 +1,74 @@
 #!/bin/sh
 # Step: Extract original BIOS from both EEPROM chips
+#
+# Order rationale: read 4MB (top) chip first — smaller, faster,
+# surfaces setup issues (clip alignment, voltage, ribbon) sooner.
+
+# Read a chip with inline retry on failure.
+#   $1 = output filename
+#   $2 = human label (e.g. "4MB (top) — read 1 of 2")
+_read_with_retry() {
+  _out="$1"
+  _label="$2"
+
+  while true; do
+    info "Reading $_label ..."
+    if run_cmd "sudo flashrom --programmer ch341a_spi -r $_out"; then
+      return 0
+    fi
+
+    echo ""
+    warn "Read failed. Most common causes:"
+    echo "    - Clip not seated flush on chip (try pressing down gently)"
+    echo "    - Pin 1 misaligned (red wire must match chip's dot/notch)"
+    echo "    - Laptop still has residual power (remove battery + CMOS)"
+    echo "    - Cheap SOIC-8 clips can make intermittent contact"
+    echo ""
+    echo "  1) Re-seat clip and retry"
+    echo "  2) Abort"
+    echo ""
+    printf "${CYAN}Choice [1-2]:${NC} "
+    read -r _choice
+    case "$_choice" in
+      1) continue ;;
+      *) return 1 ;;
+    esac
+  done
+}
 
 step_extract_bios() {
   section "Extract Original BIOS"
 
-  info "The T440p has two EEPROM chips that need to be read:"
-  echo "  - 4MB (top) chip"
-  echo "  - 8MB (bottom) chip"
+  info "The T440p has two EEPROM chips beside the SODIMM slots:"
+  echo "  - 4MB (top)    — smaller SOIC-8, farther from CPU"
+  echo "  - 8MB (bottom) — larger SOIC-8, closer to CPU (holds ME firmware)"
+  echo ""
+  info "Each chip is read twice so we can diff the results and catch flaky reads."
+  echo ""
+
+  # Show reference image for chip locations
+  show_image "eeprom_chips_location.png" "Reference: EEPROM chip locations on T440p mainboard"
   echo ""
-  info "Each chip will be read twice to verify data integrity."
-  warn "Make sure the programmer is attached to the correct chip!"
 
   cd "$WORK_DIR" || return 1
 
-  # --- 4MB chip ---
+  # --- 4MB chip (do first: smaller = faster iteration on setup) ---
   echo ""
-  info "Attach the programmer to the 4MB (top) chip."
+  info "Clip the CH341A onto the ${BOLD}4MB (top)${NC} chip."
+  info "Align the red ribbon wire with the dot/notch on the chip (pin 1)."
   prompt_continue
 
-  info "Reading 4MB chip (read 1 of 2)..."
-  run_cmd "sudo flashrom --programmer ch341a_spi -r 4mb_backup1.bin" || return 1
-
-  info "Reading 4MB chip (read 2 of 2)..."
-  run_cmd "sudo flashrom --programmer ch341a_spi -r 4mb_backup2.bin" || return 1
-
+  _read_with_retry "4mb_backup1.bin" "4MB chip (read 1 of 2)" || return 1
+  _read_with_retry "4mb_backup2.bin" "4MB chip (read 2 of 2)" || return 1
   success "4MB chip reads complete."
 
   # --- 8MB chip ---
   echo ""
-  info "Now attach the programmer to the 8MB (bottom) chip."
+  info "Now move the clip to the ${BOLD}8MB (bottom)${NC} chip."
+  info "Re-check pin 1 alignment before pressing down."
   prompt_continue
 
-  info "Reading 8MB chip (read 1 of 2)..."
-  run_cmd "sudo flashrom --programmer ch341a_spi -r 8mb_backup1.bin" || return 1
-
-  info "Reading 8MB chip (read 2 of 2)..."
-  run_cmd "sudo flashrom --programmer ch341a_spi -r 8mb_backup2.bin" || return 1
-
+  _read_with_retry "8mb_backup1.bin" "8MB chip (read 1 of 2)" || return 1
+  _read_with_retry "8mb_backup2.bin" "8MB chip (read 2 of 2)" || return 1
   success "8MB chip reads complete."
 }
diff --git a/coreboot-t440p/system.sh b/coreboot-t440p/system.sh
index 4de1514..24baf4c 100755
--- a/coreboot-t440p/system.sh
+++ b/coreboot-t440p/system.sh
@@ -7,31 +7,32 @@ install_dependencies() {
   case "$DISTRO" in
     arch)
       info "Installing packages via pacman..."
-      run_cmd "sudo pacman -S --needed base-devel curl git gcc-ada ncurses zlib nasm sharutils unzip flashrom"
+      run_cmd "sudo pacman -S --needed base-devel curl git gcc-ada ncurses zlib nasm sharutils unzip flashrom usbutils chafa"
       ;;
     debian)
       info "Installing packages via apt..."
       run_cmd "sudo apt update"
-      run_cmd "sudo apt install -y build-essential curl git gnat libncurses-dev zlib1g-dev nasm sharutils unzip flashrom"
+      run_cmd "sudo apt install -y build-essential curl git gnat libncurses-dev zlib1g-dev nasm sharutils unzip flashrom usbutils chafa"
       ;;
     fedora)
       info "Installing packages via dnf..."
-      run_cmd "sudo dnf install -y @development-tools curl git gcc-gnat ncurses-devel zlib-devel nasm sharutils unzip flashrom"
+      run_cmd "sudo dnf install -y @development-tools curl git gcc-gnat ncurses-devel zlib-devel nasm sharutils unzip flashrom usbutils chafa"
       ;;
     gentoo)
       info "Installing packages via emerge..."
-      run_cmd "sudo emerge --ask sys-devel/base-devel net-misc/curl dev-vcs/git sys-devel/gcc ncurses dev-libs/zlib dev-lang/nasm app-arch/sharutils app-arch/unzip sys-apps/flashrom"
+      run_cmd "sudo emerge --ask sys-devel/base-devel net-misc/curl dev-vcs/git sys-devel/gcc ncurses dev-libs/zlib dev-lang/nasm app-arch/sharutils app-arch/unzip sys-apps/flashrom sys-apps/usbutils media-gfx/chafa"
       ;;
     nix)
       info "Installing packages via nix-env..."
-      run_cmd "nix-env -i stdenv curl git gcc gnat ncurses zlib nasm sharutils unzip flashrom"
+      run_cmd "nix-env -i stdenv curl git gcc gnat ncurses zlib nasm sharutils unzip flashrom usbutils chafa"
       ;;
     *)
       warn "Could not detect your distribution."
       echo ""
       echo "  Please install these packages manually:"
       echo "    build-essential/base-devel, curl, git, gcc-ada/gnat,"
-      echo "    ncurses, zlib, nasm, sharutils, unzip, flashrom"
+      echo "    ncurses, zlib, nasm, sharutils, unzip, flashrom, usbutils"
+      echo "  Optional: chafa (for inline image previews in this script)"
       echo ""
       prompt_continue
       return 0
diff --git a/coreboot-t440p/utils.sh b/coreboot-t440p/utils.sh
index d14fe81..dbb66a3 100755
--- a/coreboot-t440p/utils.sh
+++ b/coreboot-t440p/utils.sh
@@ -79,6 +79,74 @@ run_cmd() {
   return $_status
 }
 
+# --- Inline image rendering ---
+
+# Base URL for blog assets (override via env if needed).
+IMAGE_BASE_URL="${IMAGE_BASE_URL:-https://timmypidashev.dev/blog/thinkpad-t440p-coreboot-guide}"
+
+# Attempt to render $1 inline. Returns 0 on success, 1 if no supported backend.
+_render_image() {
+  _path="$1"
+
+  # chafa handles kitty / iterm2 / sixel / ANSI fallback automatically
+  if check_command chafa; then
+    chafa --size=60x25 "$_path" 2>/dev/null && return 0
+  fi
+
+  # Native kitty icat
+  if [ -n "$KITTY_WINDOW_ID" ] && check_command kitty; then
+    kitty +kitten icat --align=left "$_path" 2>/dev/null && return 0
+  fi
+
+  # iTerm2 / WezTerm inline image protocol
+  case "$TERM_PROGRAM" in
+    iTerm.app|WezTerm)
+      if check_command base64; then
+        _b64=$(base64 < "$_path" | tr -d '\n')
+        _sz=$(wc -c < "$_path")
+        printf '\033]1337;File=inline=1;size=%s:%s\a\n' "$_sz" "$_b64"
+        return 0
+      fi
+      ;;
+  esac
+
+  return 1
+}
+
+# show_image <filename> [caption]
+#   Downloads $IMAGE_BASE_URL/<filename> into $WORK_DIR/.images/,
+#   renders inline if possible, otherwise prints the URL.
+show_image() {
+  _name="$1"
+  _caption="$2"
+  _url="$IMAGE_BASE_URL/$_name"
+  _cache="${WORK_DIR:-/tmp}/.images"
+  _local="$_cache/$_name"
+
+  mkdir -p "$_cache"
+
+  if [ ! -f "$_local" ]; then
+    if ! curl -fsSL "$_url" -o "$_local" 2>/dev/null; then
+      rm -f "$_local"
+      info "Reference image: $_url"
+      [ -n "$_caption" ] && info "$_caption"
+      return 1
+    fi
+  fi
+
+  if _render_image "$_local"; then
+    [ -n "$_caption" ] && printf "  ${DIM}%s${NC}\n" "$_caption"
+    return 0
+  fi
+
+  # No renderer available
+  info "Reference image: $_url"
+  if ! check_command chafa; then
+    info "(Install 'chafa' for inline image previews: sudo pacman -S chafa)"
+  fi
+  [ -n "$_caption" ] && info "$_caption"
+}
+
 # Handle step failure - ask user how to proceed
 handle_failure() {
   echo ""