diff --git a/docs/_static/demos/gifs/00-welcome.gif b/docs/_static/demos/gifs/00-welcome.gif
index 61e16ca2..c2f85111 100644
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diff --git a/docs/_static/demos/gifs/02-build-test-ship.gif b/docs/_static/demos/gifs/02-build-test-ship.gif
index cc020b6f..08fc0915 100644
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diff --git a/docs/_static/demos/gifs/03-milestone-unlocked.gif b/docs/_static/demos/gifs/03-milestone-unlocked.gif
index 51f65ba8..72b01433 100644
Binary files a/docs/_static/demos/gifs/03-milestone-unlocked.gif and b/docs/_static/demos/gifs/03-milestone-unlocked.gif differ
diff --git a/docs/_static/demos/gifs/04-share-journey.gif b/docs/_static/demos/gifs/04-share-journey.gif
index d7752497..1c92ec73 100644
Binary files a/docs/_static/demos/gifs/04-share-journey.gif and b/docs/_static/demos/gifs/04-share-journey.gif differ
diff --git a/docs/_static/demos/tapes/00-welcome.tape b/docs/_static/demos/tapes/00-welcome.tape
index 2503200e..abbce128 100644
--- a/docs/_static/demos/tapes/00-welcome.tape
+++ b/docs/_static/demos/tapes/00-welcome.tape
@@ -24,14 +24,21 @@ Set TypingSpeed 100ms
 # Set shell with custom prompt for reliable waiting
 Set Shell bash
 Env PS1 "@profvjreddi 🔥 › "
+Env COLUMNS "128"
+
+# ==============================================================================
+# OPENING: Welcome message to set the tone
+# ==============================================================================
 
-# Opening: Show what this demo is about
 Type "# Welcome to Tiny🔥Torch!"
 Sleep 2s
 Enter
 Sleep 500ms
 
-# Show everything - users see the full setup
+# ==============================================================================
+# SETUP: Show the activation process (visible for this demo)
+# ==============================================================================
+
 Type "cd /Users/VJ/GitHub/TinyTorch"
 Sleep 400ms
 Enter
@@ -42,12 +49,18 @@ Sleep 400ms
 Enter
 Sleep 3s
 
-# Show the beautiful welcome screen
+# ==============================================================================
+# MAIN FEATURE: Display the complete tito command reference
+# ==============================================================================
+
 Type "tito"
 Sleep 400ms
 Enter
-Sleep 8s
+Sleep 8s  # Let viewers read the full feature list
+
+# ==============================================================================
+# CLOSING: Inspire them to start the journey
+# ==============================================================================
 
-# Final message
 Type "# Let's recreate PyTorch together! 🔥"
 Sleep 3s
diff --git a/docs/_static/demos/tapes/01-zero-to-ready.tape b/docs/_static/demos/tapes/01-zero-to-ready.tape
index be8acae9..08f88b60 100644
--- a/docs/_static/demos/tapes/01-zero-to-ready.tape
+++ b/docs/_static/demos/tapes/01-zero-to-ready.tape
@@ -22,55 +22,79 @@ Set LoopOffset 0%
 Set Shell bash
 Env PS1 "@profvjreddi 🔥 › "
 
-# Start in /tmp for clean setup
+# ==============================================================================
+# STEP 1: START IN CLEAN DIRECTORY
+# ==============================================================================
+
 Type "cd /tmp"
 Sleep 300ms
 Enter
 Wait+Line@10ms /profvjreddi/
 Sleep 500ms
 
-# Clone the TinyTorch repository
+# ==============================================================================
+# STEP 2: CLONE REPOSITORY - Get TinyTorch from GitHub
+# ==============================================================================
+
 Type "git clone https://github.com/mlsysbook/TinyTorch.git"
 Sleep 400ms
 Enter
 Wait+Line@120s /profvjreddi/  # Wait for clone to complete (up to 120s)
 Sleep 500ms
 
-# Navigate into the project
+# ==============================================================================
+# STEP 3: ENTER PROJECT - Navigate into TinyTorch
+# ==============================================================================
+
 Type "cd TinyTorch"
 Sleep 300ms
 Enter
 Wait+Line@10ms /profvjreddi/
 Sleep 500ms
 
-# Setup automatically detects your environment (conda/venv)
+# ==============================================================================
+# STEP 4: SETUP ENVIRONMENT - Automatic detection (conda/venv)
+# ==============================================================================
+
 Type "./setup-environment.sh"
 Sleep 400ms
 Enter
 Wait+Line@120s /profvjreddi/  # Setup creates virtual environment (up to 120s)
 Sleep 1s
 
-# Activate the environment to get tito command
+# ==============================================================================
+# STEP 5: ACTIVATE - Get access to tito commands
+# ==============================================================================
+
 Type "source activate.sh"
 Sleep 300ms
 Enter
 Wait+Line@10ms /profvjreddi/
 Sleep 1s
 
-# Check module status - shows all 20 modules ready to complete
+# ==============================================================================
+# STEP 6: CHECK STATUS - See all 20 modules ready to build
+# ==============================================================================
+
 Type "tito module status"
 Sleep 400ms
 Enter
 Wait+Line@10ms /profvjreddi/
 Sleep 2s
 
-# Learn the story and motivation
+# ==============================================================================
+# STEP 7: READ THE STORY - Understand the TinyTorch philosophy
+# ==============================================================================
+
 Type "tito logo"
 Sleep 400ms
 Enter
 Wait+Line@10ms /profvjreddi/
 Sleep 3s
 
-# Ready to build!
+# ==============================================================================
+# CLOSING: You're ready to start building!
+# ==============================================================================
+
 Type "# Ready to build your ML framework from scratch 🔥"
 Sleep 2s
diff --git a/docs/_static/demos/tapes/02-build-test-ship.tape b/docs/_static/demos/tapes/02-build-test-ship.tape
index cd824220..d8b85ee0 100644
--- a/docs/_static/demos/tapes/02-build-test-ship.tape
+++ b/docs/_static/demos/tapes/02-build-test-ship.tape
@@ -26,94 +26,118 @@ Env PS1 "@profvjreddi 🔥 › "
 Set TypingSpeed 100ms
 
 # ==============================================================================
-# SETUP PHASE (HIDDEN): Like a unit test, set up the environment cleanly first
+# SETUP PHASE (HIDDEN): Unit test pattern - prepare clean environment
 # ==============================================================================
 Hide
 
-# Navigate to project and activate environment
+# 1. Navigate to project root
 Type "cd /Users/VJ/GitHub/TinyTorch"
 Enter
 Sleep 1s
+
+# 2. Activate the TinyTorch environment
 Type "source activate.sh"
 Enter
 Sleep 3s
 
-# Reset all modules to pristine state using git
+# 3. Reset all modules to pristine state (git checkout)
 Type "git checkout -- modules/"
 Enter
 Sleep 2s
 
-# Clean any cached/built files
+# 4. Clean cached/built files
 Type "rm -rf tinytorch/__pycache__ tinytorch/*.pyc"
 Enter
 Sleep 1s
 
-# Complete module 01 as prerequisite (hidden from user)
+# 5. Complete prerequisite modules (module 01 needed for 02)
 Type "tito module complete 01"
 Enter
 Sleep 5s
 
 Show
+
+Ctrl+L  # Clear screen to hide setup command history
+
 # ==============================================================================
-# DEMO BEGINS (VISIBLE): Now show the actual workflow
+# OPENING: Introduce the workflow we'll demonstrate
 # ==============================================================================
 
-# Opening comment explaining what we'll demonstrate
 Type "# Build → Test → Ship 🔨"
 Sleep 2s
 Enter
 Sleep 500ms
 
-# Start module 02
+# ==============================================================================
+# STEP 1: START - Begin working on a module
+# ==============================================================================
+
 Type "tito module start 02"
 Sleep 400ms
 Enter
 Sleep 3s
 
-# Show working indicator
+# ==============================================================================
+# STEP 2: BUILD - Simulate working in Jupyter Lab
+# ==============================================================================
+
 Type "# ... working in Jupyter Lab ..."
 Sleep 1500ms
 Enter
 Sleep 800ms
 
-# Complete module - THE MONEY SHOT
+# ==============================================================================
+# STEP 3: COMPLETE - Test, export, and validate (THE MONEY SHOT)
+# ==============================================================================
+
 Type "tito module complete 02"
 Sleep 400ms
 Enter
-Sleep 8s  # Long pause to read all test output
+Sleep 8s  # Let viewers read test output & validation results
+
+# ==============================================================================
+# STEP 4: VERIFY - Prove it works by importing in Python
+# ==============================================================================
 
-# Verify it works in Python
 Type "python3"
 Sleep 400ms
 Enter
 Sleep 1s
 
+# Import the newly built activation function
 Type "from tinytorch import Sigmoid"
 Sleep 400ms
 Enter
 Sleep 500ms
 
+# Import Tensor to test with
 Type "from tinytorch import Tensor"
 Sleep 400ms
 Enter
 Sleep 500ms
 
+# Create an instance
 Type "sig = Sigmoid()"
 Sleep 400ms
 Enter
 Sleep 500ms
 
+# Use it on real data
 Type "sig(Tensor([-2.0, -1.0, 0.0, 1.0, 2.0]))"
 Sleep 400ms
 Enter
 Sleep 2s
 
+# Exit Python REPL
 Type "exit()"
 Sleep 300ms
 Enter
 Sleep 1s
 
-# Final message
+# ==============================================================================
+# CLOSING: Celebrate the achievement
+# ==============================================================================
+
 Type "# You didn't just import it. You BUILT it! 🎉"
 Sleep 3s
 
diff --git a/docs/_static/demos/tapes/03-milestone-unlocked.tape b/docs/_static/demos/tapes/03-milestone-unlocked.tape
index 9d0fff3c..98b29e3c 100644
--- a/docs/_static/demos/tapes/03-milestone-unlocked.tape
+++ b/docs/_static/demos/tapes/03-milestone-unlocked.tape
@@ -26,29 +26,31 @@ Env PS1 "@profvjreddi 🔥 › "
 Set TypingSpeed 100ms
 
 # ==============================================================================
-# SETUP PHASE (HIDDEN): Like a unit test, set up the environment cleanly first
+# SETUP PHASE (HIDDEN): Unit test pattern - prepare clean environment
 # ==============================================================================
 Hide
 
-# Navigate to project and activate environment
+# 1. Navigate to project root
 Type "cd /Users/VJ/GitHub/TinyTorch"
 Enter
 Sleep 1s
+
+# 2. Activate the TinyTorch environment
 Type "source activate.sh"
 Enter
 Sleep 3s
 
-# Reset all modules to pristine state using git
+# 3. Reset all modules to pristine state (git checkout)
 Type "git checkout -- modules/"
 Enter
 Sleep 2s
 
-# Clean any cached/built files
+# 4. Clean cached/built files
 Type "rm -rf tinytorch/__pycache__ tinytorch/*.pyc"
 Enter
 Sleep 1s
 
-# Complete modules 01-06 as prerequisites to unlock module 07 (hidden for speed)
+# 5. Complete prerequisite modules 01-06 (needed to unlock module 07)
 Type "tito module complete 01"
 Enter
 Sleep 5s
@@ -69,45 +71,58 @@ Enter
 Sleep 5s
 
 Show
+
+Ctrl+L  # Clear screen to hide setup command history
+
 # ==============================================================================
-# DEMO BEGINS (VISIBLE): Now show the actual milestone workflow
+# OPENING: Introduce the milestone concept
 # ==============================================================================
 
-# Opening comment explaining what we'll demonstrate
 Type "# Milestone: Recreate ML History 🏆"
 Sleep 2s
 Enter
 Sleep 500ms
 
-# Show where we are in the journey (modules 01-06 completed)
+# ==============================================================================
+# STEP 1: CHECK PROGRESS - Show where we are in the journey
+# ==============================================================================
+
 Type "tito module status"
 Sleep 400ms
 Enter
-Sleep 4s
+Sleep 4s  # Let viewers see modules 01-06 are completed
+
+# ==============================================================================
+# STEP 2: UNLOCK MILESTONE - Complete module 07 (Training)
+# ==============================================================================
 
-# Complete module 07 which unlocks milestone 03
 Type "tito module complete 07"
 Sleep 400ms
 Enter
-Sleep 10s
+Sleep 10s  # Watch tests pass and module export to TinyTorch
+
+# ==============================================================================
+# STEP 3: LIST MILESTONES - See what historical achievements are available
+# ==============================================================================
 
-# Check available milestones
 Type "tito milestones list"
 Sleep 400ms
 Enter
-Sleep 3s
+Sleep 3s  # Read the milestone descriptions
 
-# Run milestone 03 (MLP Revival 1986)
-Type "tito milestones run 03"
+# ==============================================================================
+# STEP 4: RUN MILESTONE - Recreate Rumelhart's 1986 breakthrough
+# ==============================================================================
+
+Type "echo '' | tito milestones run 03"
 Sleep 400ms
 Enter
-Sleep 2s
-Type ""  # Press Enter to proceed past "Press Enter to begin"
-Enter
-Sleep 60s  # Wait for milestone to complete
-Sleep 3s
-
-# Celebrate the achievement
-Type "# You recreated Rumelhart's 1986 breakthrough! 🏆"
+Sleep 60s  # Watch the training recreate history (training takes ~30s)
+
+# ==============================================================================
+# CLOSING: Celebrate recreating ML history
+# ==============================================================================
+
+Type "# You recreated Rumelhart's 1986 breakthrough! 🎉"
 Sleep 3s
 
diff --git a/docs/_static/demos/tapes/04-share-journey.tape b/docs/_static/demos/tapes/04-share-journey.tape
index ad00896d..99cc8bd4 100644
--- a/docs/_static/demos/tapes/04-share-journey.tape
+++ b/docs/_static/demos/tapes/04-share-journey.tape
@@ -26,29 +26,31 @@ Env PS1 "@profvjreddi 🔥 › "
 Set TypingSpeed 100ms
 
 # ==============================================================================
-# SETUP PHASE (HIDDEN): Like a unit test, set up the environment cleanly first
+# SETUP PHASE (HIDDEN): Unit test pattern - prepare clean environment
 # ==============================================================================
 Hide
 
-# Navigate to project and activate environment
+# 1. Navigate to project root
 Type "cd /Users/VJ/GitHub/TinyTorch"
 Enter
 Sleep 1s
+
+# 2. Activate the TinyTorch environment
 Type "source activate.sh"
 Enter
 Sleep 3s
 
-# Reset all modules to pristine state using git
+# 3. Reset all modules to pristine state (git checkout)
 Type "git checkout -- modules/"
 Enter
 Sleep 2s
 
-# Clean any cached/built files
+# 4. Clean cached/built files
 Type "rm -rf tinytorch/__pycache__ tinytorch/*.pyc"
 Enter
 Sleep 1s
 
-# Complete a few modules so we have progress to show
+# 5. Complete a few modules to have progress to demonstrate
 Type "tito module complete 01"
 Enter
 Sleep 5s
@@ -60,55 +62,58 @@ Enter
 Sleep 5s
 
 Show
+
+Ctrl+L  # Clear screen to hide setup command history
+
 # ==============================================================================
-# DEMO BEGINS (VISIBLE): Now show the community/progress features
+# OPENING: Introduce community sharing
 # ==============================================================================
 
-# Opening comment explaining what we'll demonstrate
 Type "# Share Your Journey 🌍"
 Sleep 2s
 Enter
 Sleep 500ms
 
-# Check progress
+# ==============================================================================
+# STEP 1: CHECK PROGRESS - See what we've built so far
+# ==============================================================================
+
 Type "tito module status"
 Sleep 400ms
 Enter
-Sleep 3s
-Sleep 3s
+Sleep 6s  # Let viewers see modules 01-03 completed
+
+# ==============================================================================
+# STEP 2: JOIN COMMUNITY - Connect with builders worldwide
+# ==============================================================================
 
-# Join community
 Type "tito community join"
 Sleep 400ms
 Enter
-Sleep 2s  # Wait for Question 1/3 (GitHub username)
+Sleep 2s  # Wait for Question 1/3 prompt
 
-# Question 1: GitHub username (required)
+# Answer Question 1: GitHub username (required)
 Type "profvjreddi"
 Sleep 400ms
 Enter
-Sleep 2s  # Wait for Question 2/3 (Country)
+Sleep 2s  # Wait for Question 2/3 prompt
 
-# Question 2: Country (optional)
+# Answer Question 2: Country (optional)
 Type "United States"
 Sleep 400ms
 Enter
-Sleep 2s  # Wait for Question 3/3 (Institution)
+Sleep 2s  # Wait for Question 3/3 prompt
 
-# Question 3: Institution (optional)
+# Answer Question 3: Institution (optional)
 Type "Harvard University"
 Sleep 400ms
 Enter
-Sleep 3s  # Wait for confirmation
+Sleep 3s  # Wait for welcome message
 
-# Share achievement after more progress
-Type "tito community update"
-Sleep 400ms
-Enter
-Sleep 3s
-Sleep 3s
+# ==============================================================================
+# CLOSING: Inspire others to join the community
+# ==============================================================================
 
-# Final message
 Type "# Join 2,847 builders worldwide! 🌍"
 Sleep 3s
 
diff --git a/docs/_static/demos/tapes/05-logo.tape b/docs/_static/demos/tapes/05-logo.tape
index 02cd09f7..fe7b45fe 100644
--- a/docs/_static/demos/tapes/05-logo.tape
+++ b/docs/_static/demos/tapes/05-logo.tape
@@ -7,7 +7,7 @@ Output "gifs/05-logo.gif"
 # Window bar for realistic terminal look
 Set WindowBar Colorful
 
-# Carousel-optimized dimensions (16:9 aspect ratio)
+# Standard carousel dimensions (16:9 aspect ratio)
 Set Width 1280
 Set Height 720
 Set FontSize 18
@@ -26,75 +26,68 @@ Env PS1 "@profvjreddi 🔥 › "
 Set TypingSpeed 100ms
 
 # ==============================================================================
-# SETUP PHASE (HIDDEN): Like a unit test, set up the environment cleanly first
+# SETUP: Activate environment to access tito command (hidden)
 # ==============================================================================
-Hide
 
-# Navigate to project and activate environment
+Hide
 Type "cd /Users/VJ/GitHub/TinyTorch"
 Enter
-Sleep 1s
+Sleep 500ms
 Type "source activate.sh"
 Enter
 Sleep 3s
-
 Show
+
+Ctrl+L  # Clear screen to hide setup command history
+
 # ==============================================================================
-# DEMO BEGINS (VISIBLE): Now show the philosophy and story
+# OPENING: Set the stage with a comment about the story
 # ==============================================================================
 
-# Opening comment explaining what we'll demonstrate
 Type "# The Story Behind TinyTorch 🔥"
 Sleep 2s
 Enter
 Sleep 500ms
 
-# Show the beautiful logo and story
+# ==============================================================================
+# SHOW THE LOGO: Display the complete philosophy
+# ==============================================================================
+
 Type "tito logo"
 Sleep 400ms
 Enter
-Sleep 5s  # Let the logo appear
+Sleep 3s  # Let the output complete
 
-# Scroll down to show the flame symbolism
-Type ""
-Enter
+# ==============================================================================
+# SCROLL THROUGH THE LOGO: Use Up/Down arrows to navigate like a real user
+# ==============================================================================
+
+# Scroll way up to see the top (the ASCII art logo)
+Up 50
 Sleep 3s
 
-# Continue scrolling through the philosophy
-Type ""
-Enter
+# Now scroll down slowly through each section
+Down 8
 Sleep 3s
 
-# Scroll to show "Why Tiny?"
-Type ""
-Enter
+Down 8
 Sleep 3s
 
-# Scroll to show "Why Torch?"
-Type ""
-Enter
+Down 8
 Sleep 3s
 
-# Scroll to show the hidden network
-Type ""
-Enter
+Down 8
 Sleep 3s
 
-# Scroll to show the philosophy section
-Type ""
-Enter
+Down 8
 Sleep 3s
 
-# Scroll to show Professor Reddi's message
-Type ""
-Enter
-Sleep 4s
+Down 8
+Sleep 4s  # Longer pause for the final message
 
-# Scroll to the final message
-Type ""
-Enter
-Sleep 3s
+# ==============================================================================
+# CLOSING: Reinforce the core message
+# ==============================================================================
 
-# Final comment
-Type "# Don't just import it. Build it. 🔥"
+Type "# Don't just import it. Build it. ✨🔥"
 Sleep 3s