Merge latest dev updates into feat/volume-restructure

2026-03-11 17:49:25 -05:00 · 2026-01-21 19:30:00 -05:00
parent 437ee7227d 30884da41c
commit 26e9b65db1
18 changed files with 2778 additions and 199 deletions
--- a/.github/workflows/book-update-contributors.yml
+++ b/.github/workflows/book-update-contributors.yml
@@ -1,75 +0,0 @@
-name: '📚 Book Update Contributors'
-
-on:
-  workflow_call:
-  workflow_dispatch:
-
-# =============================================================================
-# PATH CONFIGURATION - Uses GitHub Repository Variables (Settings > Variables)
-# =============================================================================
-# MLSysBook content lives under book/ to accommodate TinyTorch at root
-# Use ${{ vars.BOOK_ROOT }}, ${{ vars.BOOK_QUARTO }}, etc. in workflow steps
-# Variables: BOOK_ROOT, BOOK_DOCKER, BOOK_TOOLS, BOOK_QUARTO, BOOK_DEPS
-
-jobs:
-  update-contributors:
-    name: Update Contributors List
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout repository
-        uses: actions/checkout@v4
-        with:
-          fetch-depth: 0
-
-      - name: Setup Python
-        uses: actions/setup-python@v4
-        with:
-          python-version: '3.11'
-          cache: 'pip'
-
-      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install -r ${{ vars.BOOK_DEPS }}/requirements.txt
-          pip install PyGithub>=1.55
-
-      - name: Configure Git
-        run: |
-          git config --global user.name "github-actions[bot]"
-          git config --global user.email "github-actions[bot]@users.noreply.github.com"
-
-      - name: Update contributors (script)
-        env:
-          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        run: python ${{ github.workspace }}/.github/workflows/contributors/update_contributors.py
-
-      - name: Update contributors (cli)
-        run: npx --yes all-contributors-cli generate
-
-      - name: Check for changes
-        id: update
-        run: |
-          if git status .all-contributorsrc README.md ${{ vars.BOOK_QUARTO }}/contents/frontmatter/acknowledgements/acknowledgements.qmd --porcelain | grep .; then
-            echo "changes_made=true" >> $GITHUB_OUTPUT
-          else
-            echo "changes_made=false" >> $GITHUB_OUTPUT
-          fi
-
-      - name: Commit Changes
-        if: steps.update.outputs.changes_made == 'true'
-        run: |
-          BRANCH_NAME=${GITHUB_HEAD_REF:-$(git rev-parse --abbrev-ref HEAD)}
-
-          git add .all-contributorsrc README.md ${{ vars.BOOK_QUARTO }}/contents/frontmatter/acknowledgements/acknowledgements.qmd
-          git commit -m "Update contributors list [skip ci]"
-          git pull --rebase origin "$BRANCH_NAME"
-          git push origin "$BRANCH_NAME"
-
-      - name: Report Status
-        run: |
-          if [ "${{ steps.update.outputs.changes_made }}" = "true" ]; then
-            echo "✅ Contributors list has been updated"
-          else
-            echo "ℹ️ No changes were needed for contributors list"
-          fi
--- a/.github/workflows/contributors/README.md
+++ b/.github/workflows/contributors/README.md
@@ -0,0 +1,149 @@
+# Contributor Management Scripts
+
+This folder contains scripts for managing contributor recognition across the repository.
+
+## Overview
+
+The contributor system tracks contributions to four projects:
+- **book/** - ML Systems textbook
+- **tinytorch/** - Educational ML framework
+- **kits/** - Hardware kits
+- **labs/** - Lab exercises
+
+Each project has its own `.all-contributorsrc` file, and the main `README.md` displays all contributors in organized sections.
+
+## Scripts
+
+### `update_contributors.py`
+
+Updates the root `.all-contributorsrc` from GitHub API.
+
+```bash
+# Requires GITHUB_TOKEN environment variable
+python update_contributors.py
+```
+
+**What it does:**
+- Queries GitHub API for all repository contributors
+- Resolves git emails to GitHub usernames
+- Generates gravatar URLs for non-GitHub contributors
+- Merges new contributors with existing entries
+
+### `generate_main_readme.py`
+
+Generates the sectioned contributor table in the main `README.md`.
+
+```bash
+python generate_main_readme.py [--dry-run]
+```
+
+**What it does:**
+- Reads all four project `.all-contributorsrc` files
+- Generates HTML tables with contributor avatars and badges
+- Updates the Contributors section in `README.md`
+- Creates sections: Book, TinyTorch, Kits, Labs
+
+### `generate_readme_tables.py`
+
+Updates per-project README files with contributor tables.
+
+```bash
+python generate_readme_tables.py [--project PROJECT] [--update]
+```
+
+**Options:**
+- `--project`: Process only one project (book, tinytorch, kits, labs)
+- `--update`: Actually update the README files (without this, just prints)
+
+**What it does:**
+- Reads each project's `.all-contributorsrc`
+- Generates HTML contributor tables
+- Updates the `<!-- ALL-CONTRIBUTORS-LIST -->` section in each project's README
+
+### `scan_contributors.py`
+
+Scans git history to discover contributors (manual/one-time use).
+
+```bash
+python scan_contributors.py [--project PROJECT] [--output FORMAT] [--update]
+```
+
+**Options:**
+- `--project`: Scan only one project
+- `--output`: Output format (table, json, rc)
+- `--update`: Update `.all-contributorsrc` files directly
+- `--dry-run`: Preview changes without writing
+
+**What it does:**
+- Analyzes git commit history per project folder
+- Categorizes contributions (code, doc, bug, etc.) from commit messages
+- Maps git emails to GitHub usernames
+- Filters out bots and AI tools
+
+## Workflow Integration
+
+The `update-contributors.yml` workflow runs these scripts automatically:
+
+```
+Trigger: Push to dev/main with .all-contributorsrc changes
+         OR manual dispatch
+
+Steps:
+1. update_contributors.py    → Update root config from GitHub API
+2. generate_main_readme.py   → Rebuild main README sections
+3. generate_readme_tables.py → Update per-project READMEs
+4. Commit and push changes
+```
+
+## Adding Contributors
+
+### Method 1: Bot Command (Recommended)
+
+Comment on any issue or PR:
+```
+@all-contributors please add @username for doc, code, bug, or ideas
+```
+
+### Method 2: Manual Edit
+
+1. Edit the appropriate `.all-contributorsrc` file
+2. Add entry with: login, name, avatar_url, contributions
+3. Run the workflow or scripts manually
+
+## Contribution Types
+
+| Type | Emoji | Description |
+|------|-------|-------------|
+| bug | 🐛 | Bug reports |
+| code | 💻 | Code contributions |
+| doc | 📖 | Documentation |
+| design | 🎨 | Design work |
+| ideas | 💡 | Ideas and suggestions |
+| review | 👀 | Code review |
+| test | 🧪 | Testing |
+| tool | 🔧 | Tools and infrastructure |
+| tutorial | ✅ | Tutorials |
+| maintenance | 🚧 | Maintenance |
+
+See [All Contributors emoji key](https://allcontributors.org/docs/en/emoji-key) for full list.
+
+## File Structure
+
+```
+.github/workflows/
+├── update-contributors.yml      # Workflow definition
+└── contributors/
+    ├── README.md                 # This file
+    ├── requirements.txt          # Python dependencies
+    ├── update_contributors.py    # GitHub API updater
+    ├── generate_main_readme.py   # Main README generator
+    ├── generate_readme_tables.py # Per-project README generator
+    └── scan_contributors.py      # Git history scanner
+
+Project configs:
+├── .all-contributorsrc           # Root config (legacy)
+├── book/.all-contributorsrc      # Book contributors
+├── tinytorch/.all-contributorsrc # TinyTorch contributors
+├── kits/.all-contributorsrc      # Kits contributors
+└── labs/.all-contributorsrc      # Labs contributors
+```
--- a/.github/workflows/contributors/generate_main_readme.py
+++ b/.github/workflows/contributors/generate_main_readme.py
@@ -0,0 +1,245 @@
+#!/usr/bin/env python3
+"""
+Generate the main README.md contributor section from all project configs.
+
+This script reads the .all-contributorsrc files from each project
+(book, tinytorch, kits, labs) and generates a sectioned contributor
+table for the main README.md.
+
+Usage:
+    python generate_main_readme.py [--dry-run]
+"""
+
+import json
+import re
+import sys
+from pathlib import Path
+
+# Contribution type to emoji mapping
+CONTRIBUTION_EMOJIS = {
+    "bug": "🐛",
+    "code": "💻",
+    "design": "🎨",
+    "doc": "📖",
+    "ideas": "💡",
+    "review": "👀",
+    "test": "🧪",
+    "tool": "🔧",
+    "tutorial": "✅",
+    "maintenance": "🚧",
+    "infra": "🚇",
+    "question": "💬",
+    "translation": "🌍",
+    "content": "🖋",
+    "example": "💡",
+    "security": "🔐",
+    "financial": "💵",
+    "fundingFinding": "🔍",
+    "eventOrganizing": "📋",
+    "talk": "📢",
+    "video": "📹",
+    "audio": "🔊",
+    "data": "🔣",
+    "platform": "📦",
+    "projectManagement": "📆",
+    "mentoring": "🧑‍🏫",
+    "plugin": "🔌",
+    "userTesting": "📓",
+    "a11y": "♿️",
+    "business": "💼",
+    "research": "🔬",
+    "promotion": "📣",
+}
+
+
+def load_config(path: Path) -> dict:
+    """Load a .all-contributorsrc file."""
+    if not path.exists():
+        return {"contributors": []}
+    with open(path) as f:
+        return json.load(f)
+
+
+def generate_contributor_cell(contributor: dict, show_badges: bool = True) -> str:
+    """Generate HTML for a single contributor cell."""
+    login = contributor.get("login", "")
+    name = contributor.get("name", login)
+    avatar_url = contributor.get("avatar_url", "")
+    profile = contributor.get("profile", f"https://github.com/{login}")
+    contributions = contributor.get("contributions", [])
+
+    # Generate badge string
+    badges = ""
+    if show_badges and contributions:
+        badges = " ".join(CONTRIBUTION_EMOJIS.get(c, "") for c in contributions)
+        badges = f"<br />{badges}" if badges.strip() else ""
+
+    return f'''      <td align="center" valign="top" width="14.28%"><a href="{profile}"><img src="{avatar_url}?v=4?s=80" width="80px;" alt="{name}"/><br /><sub><b>{name}</b></sub></a>{badges}</td>'''
+
+
+def generate_contributor_table(contributors: list, show_badges: bool = True) -> str:
+    """Generate an HTML table for contributors."""
+    if not contributors:
+        return "<p><em>Coming soon!</em></p>"
+
+    rows = []
+    row_cells = []
+
+    for i, contributor in enumerate(contributors):
+        row_cells.append(generate_contributor_cell(contributor, show_badges))
+
+        # 7 contributors per row
+        if len(row_cells) == 7:
+            rows.append("    <tr>\n" + "\n".join(row_cells) + "\n    </tr>")
+            row_cells = []
+
+    # Add remaining cells
+    if row_cells:
+        rows.append("    <tr>\n" + "\n".join(row_cells) + "\n    </tr>")
+
+    return f'''<table>
+  <tbody>
+{chr(10).join(rows)}
+  </tbody>
+</table>'''
+
+
+def generate_sectioned_contributors(repo_root: Path) -> str:
+    """Generate the full sectioned contributor section showing ALL contributors."""
+    # Load all configs
+    book_config = load_config(repo_root / "book" / ".all-contributorsrc")
+    tinytorch_config = load_config(repo_root / "tinytorch" / ".all-contributorsrc")
+    kits_config = load_config(repo_root / "kits" / ".all-contributorsrc")
+    labs_config = load_config(repo_root / "labs" / ".all-contributorsrc")
+
+    book_contributors = book_config.get("contributors", [])
+    tinytorch_contributors = tinytorch_config.get("contributors", [])
+    kits_contributors = kits_config.get("contributors", [])
+    labs_contributors = labs_config.get("contributors", [])
+
+    # Count contributors
+    book_count = len(book_contributors)
+    tinytorch_count = len(tinytorch_contributors)
+    kits_count = len(kits_contributors)
+    labs_count = len(labs_contributors)
+
+    # Generate tables - show ALL contributors
+    book_table = generate_contributor_table(book_contributors)
+    tinytorch_table = generate_contributor_table(tinytorch_contributors)
+    kits_table = generate_contributor_table(kits_contributors)
+    labs_table = generate_contributor_table(labs_contributors)
+
+    return f'''## Contributors
+
+Thanks goes to these wonderful people who have contributed to making this resource better for everyone ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+
+### 📖 Textbook Contributors ({book_count})
+
+<!-- BOOK-CONTRIBUTORS-START -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+{book_table}
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+<!-- BOOK-CONTRIBUTORS-END -->
+
+---
+
+### 🔥 TinyTorch Contributors ({tinytorch_count})
+
+<!-- TINYTORCH-CONTRIBUTORS-START -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+{tinytorch_table}
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+<!-- TINYTORCH-CONTRIBUTORS-END -->
+
+---
+
+### 🛠️ Hardware Kits Contributors ({kits_count})
+
+<!-- KITS-CONTRIBUTORS-START -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+{kits_table}
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+<!-- KITS-CONTRIBUTORS-END -->
+
+---
+
+### 🧪 Labs Contributors ({labs_count})
+
+<!-- LABS-CONTRIBUTORS-START -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+{labs_table}
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+<!-- LABS-CONTRIBUTORS-END -->
+
+---
+
+**Recognize a contributor:** Comment on any issue or PR:
+```
+@all-contributors please add @username for doc, code, bug, or ideas
+```'''
+
+
+def update_readme(repo_root: Path, dry_run: bool = False) -> bool:
+    """Update the main README.md with sectioned contributors."""
+    readme_path = repo_root / "README.md"
+
+    if not readme_path.exists():
+        print(f"ERROR: README.md not found at {readme_path}")
+        return False
+
+    content = readme_path.read_text()
+
+    # Generate new contributor section
+    new_section = generate_sectioned_contributors(repo_root)
+
+    # Pattern to match the entire Contributors section
+    # From "## Contributors" to just before the next "---" followed by a div or end of file
+    pattern = r'## Contributors\n.*?(?=\n---\n\n<div align="center">|\Z)'
+
+    if not re.search(pattern, content, re.DOTALL):
+        print("ERROR: Could not find Contributors section in README.md")
+        return False
+
+    # Replace the section
+    new_content = re.sub(pattern, new_section, content, flags=re.DOTALL)
+
+    if dry_run:
+        print("=== DRY RUN - Would update README.md with: ===")
+        print(new_section[:2000] + "..." if len(new_section) > 2000 else new_section)
+        return True
+
+    readme_path.write_text(new_content)
+    print(f"Updated {readme_path}")
+    return True
+
+
+def main():
+    dry_run = "--dry-run" in sys.argv
+
+    # Find repo root (this script is in .github/workflows/contributors/)
+    script_dir = Path(__file__).parent
+    repo_root = script_dir.parent.parent.parent
+
+    # Verify we're in the right place
+    if not (repo_root / "README.md").exists():
+        print(f"ERROR: Cannot find README.md in {repo_root}")
+        sys.exit(1)
+
+    success = update_readme(repo_root, dry_run)
+    sys.exit(0 if success else 1)
+
+
+if __name__ == "__main__":
+    main()
--- a/.github/workflows/contributors/generate_readme_tables.py
+++ b/.github/workflows/contributors/generate_readme_tables.py
@@ -0,0 +1,169 @@
+#!/usr/bin/env python3
+"""
+Generate All Contributors tables for README files.
+
+This script reads .all-contributorsrc files and generates the HTML tables
+that go in the README.md files.
+
+Usage:
+    python generate_readme_tables.py [--project PROJECT] [--update]
+"""
+
+import json
+import re
+import argparse
+from pathlib import Path
+
+PROJECTS = {
+    "book": "book/",
+    "kits": "kits/",
+    "labs": "labs/",
+    "tinytorch": "tinytorch/",
+}
+
+# Emoji mapping for contribution types
+EMOJI_KEY = {
+    "bug": "🐛",
+    "code": "💻",
+    "doc": "📖",
+    "design": "🎨",
+    "ideas": "💡",
+    "review": "👀",
+    "test": "🧪",
+    "tool": "🔧",
+    "translation": "🌍",
+    "tutorial": "✅",
+    "video": "📹",
+    "question": "💬",
+    "maintenance": "🚧",
+    "infra": "🚇",
+    "platform": "📦",
+    "projectManagement": "📆",
+    "research": "🔬",
+}
+
+
+def generate_contributor_cell(contributor: dict, image_size: int = 80) -> str:
+    """Generate HTML for a single contributor cell."""
+    login = contributor['login']
+    name = contributor.get('name', login)
+    avatar_url = contributor.get('avatar_url', f"https://avatars.githubusercontent.com/{login}")
+    profile = contributor.get('profile', f"https://github.com/{login}")
+    contributions = contributor.get('contributions', [])
+    
+    # Generate emoji badges
+    badges = " ".join(EMOJI_KEY.get(c, c) for c in contributions)
+    
+    return f'''<td align="center" valign="top" width="14.28%"><a href="{profile}"><img src="{avatar_url}?v=4?s={image_size}" width="{image_size}px;" alt="{name}"/><br /><sub><b>{name}</b></sub></a><br />{badges}</td>'''
+
+
+def generate_table(contributors: list[dict], per_line: int = 7, image_size: int = 80) -> str:
+    """Generate the full HTML table for contributors."""
+    if not contributors:
+        return ""
+    
+    lines = ["<table>", "  <tbody>"]
+    
+    for i in range(0, len(contributors), per_line):
+        row = contributors[i:i + per_line]
+        lines.append("    <tr>")
+        for contributor in row:
+            lines.append("      " + generate_contributor_cell(contributor, image_size))
+        lines.append("    </tr>")
+    
+    lines.append("  </tbody>")
+    lines.append("</table>")
+    
+    return "\n".join(lines)
+
+
+def update_readme(project_path: str, table_html: str) -> bool:
+    """Update the README.md with the new contributors table."""
+    readme_path = Path(project_path) / "README.md"
+    
+    if not readme_path.exists():
+        print(f"Warning: {readme_path} does not exist")
+        return False
+    
+    with open(readme_path, 'r') as f:
+        content = f.read()
+    
+    # Pattern to match the ALL-CONTRIBUTORS-LIST section
+    pattern = r'(<!-- ALL-CONTRIBUTORS-LIST:START.*?-->).*?(<!-- ALL-CONTRIBUTORS-LIST:END -->)'
+    
+    if not re.search(pattern, content, re.DOTALL):
+        print(f"Warning: No ALL-CONTRIBUTORS-LIST markers found in {readme_path}")
+        return False
+    
+    # Build replacement content
+    replacement = f'''\\1
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+{table_html}
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+
+\\2'''
+    
+    new_content = re.sub(pattern, replacement, content, flags=re.DOTALL)
+    
+    with open(readme_path, 'w') as f:
+        f.write(new_content)
+    
+    return True
+
+
+def process_project(project_name: str, project_path: str, update: bool = False) -> None:
+    """Process a single project."""
+    rc_path = Path(project_path) / ".all-contributorsrc"
+    
+    if not rc_path.exists():
+        print(f"Skipping {project_name}: no .all-contributorsrc found")
+        return
+    
+    with open(rc_path, 'r') as f:
+        rc_data = json.load(f)
+    
+    contributors = rc_data.get('contributors', [])
+    per_line = rc_data.get('contributorsPerLine', 7)
+    image_size = rc_data.get('imageSize', 80)
+    
+    if not contributors:
+        print(f"{project_name}: No contributors to display")
+        return
+    
+    table_html = generate_table(contributors, per_line, image_size)
+    
+    print(f"\n=== {project_name} ({len(contributors)} contributors) ===")
+    
+    if update:
+        if update_readme(project_path, table_html):
+            print(f"Updated {project_path}README.md")
+        else:
+            print(f"Failed to update {project_path}README.md")
+    else:
+        print(table_html)
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Generate All Contributors tables")
+    parser.add_argument("--project", choices=list(PROJECTS.keys()), help="Process specific project")
+    parser.add_argument("--update", action="store_true", help="Update README files")
+    args = parser.parse_args()
+
+    # Find repo root (this script is in .github/workflows/contributors/)
+    script_dir = Path(__file__).parent
+    repo_root = script_dir.parent.parent.parent
+
+    if args.project:
+        projects = {args.project: PROJECTS[args.project]}
+    else:
+        projects = PROJECTS
+
+    for name, rel_path in projects.items():
+        process_project(name, str(repo_root / rel_path), args.update)
+
+
+if __name__ == "__main__":
+    main()
--- a/.github/workflows/contributors/scan_contributors.py
+++ b/.github/workflows/contributors/scan_contributors.py
@@ -0,0 +1,465 @@
+#!/usr/bin/env python3
+"""
+Scan git history to identify contributors per project.
+
+This script analyzes git commits to:
+1. Find unique contributors per project folder
+2. Categorize contribution types based on commit messages and files changed
+3. Map git emails to GitHub usernames where possible
+4. Filter out bots and AI tools
+5. Output data for .all-contributorsrc files
+
+Usage:
+    python scan_contributors.py [--project PROJECT] [--output json|table|rc]
+    
+Examples:
+    python scan_contributors.py                      # Scan all projects
+    python scan_contributors.py --project tinytorch  # Scan only tinytorch
+    python scan_contributors.py --output json        # Output as JSON
+"""
+
+import subprocess
+import json
+import re
+import argparse
+from collections import defaultdict
+from pathlib import Path
+
+# Project folders to scan
+PROJECTS = {
+    "book": "book/",
+    "kits": "kits/",
+    "labs": "labs/",
+    "tinytorch": "tinytorch/",
+}
+
+# Patterns to exclude (bots, AI tools, etc.)
+EXCLUDE_PATTERNS = [
+    r"bot",
+    r"github-actions",
+    r"dependabot",
+    r"claude",
+    r"cursor",
+    r"copilot",
+    r"\[bot\]",
+    r"noreply\.github\.com.*bot",
+]
+
+# Contribution type detection based on commit message keywords
+CONTRIBUTION_PATTERNS = {
+    "bug": [
+        r"\bfix(es|ed|ing)?\b",
+        r"\bbug\b",
+        r"\bissue\b",
+        r"\berror\b",
+        r"\bpatch\b",
+        r"\bresolve[sd]?\b",
+    ],
+    "doc": [
+        r"\bdoc(s|umentation)?\b",
+        r"\breadme\b",
+        r"\bcomment\b",
+        r"\btypo\b",
+        r"\bspelling\b",
+        r"\bgrammar\b",
+        r"\bexplain\b",
+        r"\bdescription\b",
+    ],
+    "test": [
+        r"\btest(s|ing)?\b",
+        r"\bspec\b",
+        r"\bcoverage\b",
+        r"\bvalidat(e|ion)\b",
+    ],
+    "code": [
+        r"\bfeat(ure)?\b",
+        r"\badd(s|ed|ing)?\b",
+        r"\bimplement(s|ed|ing|ation)?\b",
+        r"\bcreate[sd]?\b",
+        r"\bbuild\b",
+        r"\brefactor\b",
+        r"\bupdate[sd]?\b",
+        r"\benhance\b",
+        r"\bimprove[sd]?\b",
+    ],
+    "review": [
+        r"\breview(ed|ing)?\b",
+        r"\bfeedback\b",
+        r"\bsuggestion\b",
+    ],
+    "design": [
+        r"\bdesign\b",
+        r"\bdiagram\b",
+        r"\bfigure\b",
+        r"\bimage\b",
+        r"\billustrat(e|ion)\b",
+        r"\bvisual\b",
+    ],
+    "translation": [
+        r"\btranslat(e|ion|ed)\b",
+        r"\blocali[sz](e|ation)\b",
+        r"\bi18n\b",
+    ],
+    "tool": [
+        r"\btool(s|ing)?\b",
+        r"\bscript\b",
+        r"\bautomation\b",
+        r"\bworkflow\b",
+        r"\bci\b",
+        r"\bcd\b",
+    ],
+    "ideas": [
+        r"\bidea\b",
+        r"\bpropos(e|al)\b",
+        r"\bsuggest\b",
+        r"\brfc\b",
+    ],
+}
+
+# Known email to GitHub username mappings (extend as needed)
+EMAIL_TO_GITHUB = {
+    # Core team
+    "vj@eecs.harvard.edu": "profvjreddi",
+    "zeljko.hrcek@gmail.com": "hzeljko",
+    "mjrovai@gmail.com": "Mjrovai",
+    "jjj4se@virginia.edu": "jasonjabbour",
+    "iuchendu@g.harvard.edu": "uchendui",
+    
+    # Contributors
+    "kkleinbard@avaya.com": "kai4avaya",
+    "kai4avaya@gmail.com": "kai4avaya",
+    "khoshnevis.naeem@gmail.com": "Naeemkh",
+    "matthew_stewart@g.harvard.edu": "mrdragonbear",
+    "jeffreyma@g.harvard.edu": "18jeffreyma",
+    "douwedb@gmail.com": "V0XNIHILI",
+    "shanzeh.batool@gmail.com": "shanzehbatool",
+    "jaredping@yahoo.com": "JaredP94",
+    "sara.khosravi.ds@gmail.com": "Sara-Khosravi",
+    "i.j.shapira@gmail.com": "ishapira1",
+    "durand.didier@gmail.com": "didier-durand",
+    "gabriel.amazonas.eng@gmail.com": "GabrielAmazonas",
+    "cbanbury@g.harvard.edu": "colbybanbury",
+    "zishenwan@g.harvard.edu": "zishenwan",
+    "mark@markmaz.com": "mmaz",
+    "lazio2013@gmail.com": "ma3mool",
+    "divya.amirtharaj@gmail.com": "DivyaAmirtharaj",
+    "91.srivatsan@gmail.com": "srivatsankrishnan",
+    "alexbrodriguez@gmail.com": "alxrod",
+    "jlin3@college.harvard.edu": "jaysonzlin",
+    "jwnchung@umich.edu": "jaywonchung",
+    "jettythek@gmail.com": "jettythek",
+    "anfe4949anfe@gmail.com": "andreamurillomtz",
+    "oishibanerjee@gmail.com": "oishib",
+    "yushun_hsiao@g.harvard.edu": "leo47007",
+    "michael.schnebly@gmail.com": "MichaelSchnebly",
+    "duongvanthuong9a8@gmail.com": "VThuong99",
+    "eliasab@college.harvard.edu": "eliasab16",
+}
+
+
+def is_excluded(name: str, email: str) -> bool:
+    """Check if contributor should be excluded (bot, AI, etc.)."""
+    combined = f"{name} {email}".lower()
+    for pattern in EXCLUDE_PATTERNS:
+        if re.search(pattern, combined, re.IGNORECASE):
+            return True
+    return False
+
+
+def detect_contribution_types(commit_message: str, files_changed: list[str]) -> set[str]:
+    """Detect contribution types from commit message and files changed."""
+    types = set()
+    message_lower = commit_message.lower()
+    
+    # Check commit message patterns
+    for contrib_type, patterns in CONTRIBUTION_PATTERNS.items():
+        for pattern in patterns:
+            if re.search(pattern, message_lower, re.IGNORECASE):
+                types.add(contrib_type)
+                break
+    
+    # Check file extensions for additional hints
+    for file in files_changed:
+        file_lower = file.lower()
+        if file_lower.endswith(('.md', '.rst', '.txt')):
+            types.add("doc")
+        elif file_lower.endswith(('test_', '_test.py', 'test.py', '.spec.')):
+            types.add("test")
+        elif 'test' in file_lower:
+            types.add("test")
+        elif file_lower.endswith(('.png', '.jpg', '.svg', '.gif')):
+            types.add("design")
+        elif file_lower.endswith(('.py', '.js', '.ts', '.c', '.cpp', '.h')):
+            types.add("code")
+    
+    # Default to "code" if nothing detected
+    if not types:
+        types.add("code")
+    
+    return types
+
+
+def get_github_username(name: str, email: str) -> str | None:
+    """Try to get GitHub username from email or name."""
+    email_lower = email.lower()
+    
+    # Check known mappings
+    if email_lower in EMAIL_TO_GITHUB:
+        return EMAIL_TO_GITHUB[email_lower]
+    
+    # Try to extract from noreply email
+    # Format: 12345+username@users.noreply.github.com
+    noreply_match = re.match(r'(\d+\+)?([^@]+)@users\.noreply\.github\.com', email_lower)
+    if noreply_match:
+        return noreply_match.group(2)
+    
+    return None
+
+
+def get_commits_for_project(project_path: str) -> list[dict]:
+    """Get all commits for a project folder."""
+    # Format: hash|author_name|author_email|subject
+    cmd = [
+        "git", "log",
+        "--format=%H|%an|%ae|%s",
+        "--name-only",
+        "--", project_path
+    ]
+    
+    try:
+        result = subprocess.run(cmd, capture_output=True, text=True, check=True)
+    except subprocess.CalledProcessError:
+        return []
+    
+    commits = []
+    current_commit = None
+    
+    for line in result.stdout.split('\n'):
+        if '|' in line and line.count('|') >= 3:
+            # This is a commit line
+            if current_commit:
+                commits.append(current_commit)
+            
+            parts = line.split('|', 3)
+            current_commit = {
+                'hash': parts[0],
+                'name': parts[1],
+                'email': parts[2],
+                'message': parts[3] if len(parts) > 3 else '',
+                'files': []
+            }
+        elif line.strip() and current_commit:
+            # This is a file line
+            current_commit['files'].append(line.strip())
+    
+    if current_commit:
+        commits.append(current_commit)
+    
+    return commits
+
+
+def analyze_project(project_name: str, project_path: str) -> dict:
+    """Analyze a project and return contributor data."""
+    commits = get_commits_for_project(project_path)
+    
+    # Aggregate by contributor
+    contributors = defaultdict(lambda: {
+        'name': '',
+        'email': '',
+        'github': None,
+        'commits': 0,
+        'types': set(),
+    })
+    
+    for commit in commits:
+        name = commit['name']
+        email = commit['email']
+        
+        # Skip excluded contributors
+        if is_excluded(name, email):
+            continue
+        
+        # Use email as key for deduplication
+        key = email.lower()
+        
+        contributors[key]['name'] = name
+        contributors[key]['email'] = email
+        contributors[key]['github'] = get_github_username(name, email)
+        contributors[key]['commits'] += 1
+        
+        # Detect contribution types
+        types = detect_contribution_types(commit['message'], commit['files'])
+        contributors[key]['types'].update(types)
+    
+    # Convert to list and sort by commits
+    result = []
+    for email, data in contributors.items():
+        result.append({
+            'name': data['name'],
+            'email': data['email'],
+            'github': data['github'],
+            'commits': data['commits'],
+            'types': sorted(list(data['types'])),
+        })
+    
+    result.sort(key=lambda x: x['commits'], reverse=True)
+    return {
+        'project': project_name,
+        'path': project_path,
+        'contributors': result,
+        'total_contributors': len(result),
+    }
+
+
+def format_as_table(data: dict) -> str:
+    """Format project data as a markdown table."""
+    lines = [
+        f"\n## {data['project']} ({data['total_contributors']} contributors)\n",
+        "| Name | GitHub | Commits | Types |",
+        "|------|--------|---------|-------|",
+    ]
+    
+    for c in data['contributors']:
+        github = f"@{c['github']}" if c['github'] else "?"
+        types = ", ".join(c['types'])
+        lines.append(f"| {c['name']} | {github} | {c['commits']} | {types} |")
+    
+    return "\n".join(lines)
+
+
+def format_as_allcontributorsrc(data: dict) -> dict:
+    """Format project data as .all-contributorsrc contributor entries."""
+    # Dedupe by GitHub username
+    seen_github = {}
+    
+    for c in data['contributors']:
+        if not c['github']:
+            continue  # Skip if no GitHub username
+        
+        github_lower = c['github'].lower()
+        
+        if github_lower in seen_github:
+            # Merge contribution types
+            seen_github[github_lower]['contributions'].update(c['types'])
+            # Keep higher commit count name
+            if c['commits'] > seen_github[github_lower].get('_commits', 0):
+                seen_github[github_lower]['name'] = c['name']
+                seen_github[github_lower]['_commits'] = c['commits']
+        else:
+            seen_github[github_lower] = {
+                "login": c['github'],
+                "name": c['name'],
+                "avatar_url": f"https://avatars.githubusercontent.com/{c['github']}",
+                "profile": f"https://github.com/{c['github']}",
+                "contributions": set(c['types']),
+                "_commits": c['commits']
+            }
+    
+    # Convert sets to sorted lists and remove internal fields
+    contributors = []
+    for entry in seen_github.values():
+        contributors.append({
+            "login": entry['login'],
+            "name": entry['name'],
+            "avatar_url": entry['avatar_url'],
+            "profile": entry['profile'],
+            "contributions": sorted(list(entry['contributions']))
+        })
+    
+    # Sort by number of contribution types (most active first)
+    contributors.sort(key=lambda x: len(x['contributions']), reverse=True)
+    
+    return {
+        "project": data['project'],
+        "contributors": contributors
+    }
+
+
+def update_allcontributorsrc(project_name: str, contributors: list[dict], dry_run: bool = True) -> bool:
+    """Update the .all-contributorsrc file for a project."""
+    rc_path = Path(PROJECTS[project_name]) / ".all-contributorsrc"
+    
+    if not rc_path.exists():
+        print(f"Warning: {rc_path} does not exist", file=__import__('sys').stderr)
+        return False
+    
+    with open(rc_path, 'r') as f:
+        rc_data = json.load(f)
+    
+    # Merge new contributors with existing
+    existing_logins = {c['login'].lower() for c in rc_data.get('contributors', [])}
+    
+    added = []
+    for new_contrib in contributors:
+        if new_contrib['login'].lower() not in existing_logins:
+            rc_data.setdefault('contributors', []).append(new_contrib)
+            added.append(new_contrib['login'])
+            existing_logins.add(new_contrib['login'].lower())
+    
+    if dry_run:
+        print(f"\n[DRY RUN] Would add {len(added)} contributors to {rc_path}:")
+        for login in added:
+            print(f"  - @{login}")
+        return True
+    
+    # Write updated file
+    with open(rc_path, 'w') as f:
+        json.dump(rc_data, f, indent=4)
+    
+    print(f"Updated {rc_path} with {len(added)} new contributors")
+    return True
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Scan git history for contributors")
+    parser.add_argument("--project", choices=list(PROJECTS.keys()), help="Scan specific project")
+    parser.add_argument("--output", choices=["json", "table", "rc"], default="table", help="Output format")
+    parser.add_argument("--min-commits", type=int, default=1, help="Minimum commits to include")
+    parser.add_argument("--update", action="store_true", help="Update .all-contributorsrc files")
+    parser.add_argument("--dry-run", action="store_true", help="Show what would be updated without writing")
+    args = parser.parse_args()
+    
+    # Determine which projects to scan
+    if args.project:
+        projects = {args.project: PROJECTS[args.project]}
+    else:
+        projects = PROJECTS
+    
+    results = []
+    
+    for name, path in projects.items():
+        print(f"Scanning {name}...", file=__import__('sys').stderr)
+        data = analyze_project(name, path)
+        
+        # Filter by minimum commits
+        data['contributors'] = [c for c in data['contributors'] if c['commits'] >= args.min_commits]
+        data['total_contributors'] = len(data['contributors'])
+        
+        results.append(data)
+    
+    # Update mode
+    if args.update or args.dry_run:
+        for data in results:
+            rc_data = format_as_allcontributorsrc(data)
+            update_allcontributorsrc(
+                data['project'], 
+                rc_data['contributors'],
+                dry_run=args.dry_run or not args.update
+            )
+        return
+    
+    # Output results
+    if args.output == "json":
+        print(json.dumps(results, indent=2))
+    elif args.output == "rc":
+        for data in results:
+            rc_data = format_as_allcontributorsrc(data)
+            print(f"\n=== {data['project']}/.all-contributorsrc contributors ===")
+            print(json.dumps(rc_data['contributors'], indent=2))
+    else:  # table
+        for data in results:
+            print(format_as_table(data))
+
+
+if __name__ == "__main__":
+    main()
--- a/.github/workflows/contributors/update_contributors.py
+++ b/.github/workflows/contributors/update_contributors.py
@@ -1,3 +1,27 @@
+#!/usr/bin/env python3
+"""
+Update contributors from GitHub API.
+
+This script queries the GitHub API to find all contributors to the repository
+and updates the root .all-contributorsrc file with their information.
+
+Features:
+- Fetches contributors from GitHub commit history
+- Resolves email addresses to GitHub usernames
+- Generates gravatar URLs for contributors without GitHub avatars
+- Excludes bots and specified users
+- Merges new contributors with existing ones
+
+Usage:
+    python update_contributors.py
+
+Environment variables:
+    GITHUB_TOKEN: Required. GitHub personal access token for API access.
+
+Note: This script updates the ROOT .all-contributorsrc file only.
+For per-project configs, use scan_contributors.py instead.
+"""
+
 import os
 import json
 import random
--- a/.github/workflows/update-contributors.yml
+++ b/.github/workflows/update-contributors.yml
@@ -0,0 +1,133 @@
+name: '👥 Update Contributors'
+
+# =============================================================================
+# CONTRIBUTOR UPDATE WORKFLOW
+# =============================================================================
+# Automatically updates contributor recognition across all projects.
+#
+# TRIGGERS:
+#   - push: When any .all-contributorsrc file changes on dev or main
+#   - workflow_dispatch: Manual trigger from Actions UI
+#   - workflow_call: Called by other workflows
+#
+# WHAT IT DOES:
+#   1. Updates root .all-contributorsrc from GitHub API
+#   2. Generates sectioned contributor tables in main README.md
+#   3. Updates per-project README.md files (book, tinytorch, kits, labs)
+#   4. Commits and pushes changes automatically
+#
+# ADDING CONTRIBUTORS:
+#   Option 1: Comment on any issue/PR with:
+#             @all-contributors please add @username for doc, code, bug, ideas
+#   Option 2: Manually edit the .all-contributorsrc file for the project
+#
+# SCRIPTS (in .github/workflows/contributors/):
+#   - update_contributors.py    : Fetches contributors from GitHub API
+#   - generate_main_readme.py   : Builds sectioned main README
+#   - generate_readme_tables.py : Updates per-project READMEs
+#   - scan_contributors.py      : Scans git history (manual use)
+#
+# See .github/workflows/contributors/README.md for full documentation.
+# =============================================================================
+
+on:
+  workflow_call:
+  workflow_dispatch:
+  push:
+    branches: [dev, main]
+    paths:
+      - '.all-contributorsrc'
+      - 'book/.all-contributorsrc'
+      - 'tinytorch/.all-contributorsrc'
+      - 'kits/.all-contributorsrc'
+      - 'labs/.all-contributorsrc'
+
+jobs:
+  update-contributors:
+    name: Update Contributors List
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Setup Python
+        uses: actions/setup-python@v4
+        with:
+          python-version: '3.11'
+          cache: 'pip'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install -r ${{ vars.BOOK_DEPS }}/requirements.txt
+          pip install PyGithub>=1.55
+
+      - name: Configure Git
+        run: |
+          git config --global user.name "github-actions[bot]"
+          git config --global user.email "github-actions[bot]@users.noreply.github.com"
+
+      - name: Update root contributors config
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        run: python ${{ github.workspace }}/.github/workflows/contributors/update_contributors.py
+
+      - name: Generate sectioned main README
+        run: python ${{ github.workspace }}/.github/workflows/contributors/generate_main_readme.py
+
+      - name: Generate per-project README tables
+        run: |
+          # Generate tables for each project README from their configs
+          python ${{ github.workspace }}/.github/workflows/contributors/generate_readme_tables.py --update 2>/dev/null || true
+
+      - name: Check for changes
+        id: update
+        run: |
+          FILES_TO_CHECK=(
+            ".all-contributorsrc"
+            "README.md"
+            "book/.all-contributorsrc"
+            "book/README.md"
+            "tinytorch/.all-contributorsrc"
+            "tinytorch/README.md"
+            "kits/.all-contributorsrc"
+            "kits/README.md"
+            "labs/.all-contributorsrc"
+            "labs/README.md"
+            "${{ vars.BOOK_QUARTO }}/contents/frontmatter/acknowledgements/acknowledgements.qmd"
+          )
+          
+          if git status "${FILES_TO_CHECK[@]}" --porcelain 2>/dev/null | grep .; then
+            echo "changes_made=true" >> $GITHUB_OUTPUT
+          else
+            echo "changes_made=false" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Commit Changes
+        if: steps.update.outputs.changes_made == 'true'
+        run: |
+          BRANCH_NAME=${GITHUB_HEAD_REF:-$(git rev-parse --abbrev-ref HEAD)}
+
+          # Add all contributor-related files
+          git add -A .all-contributorsrc README.md \
+            book/.all-contributorsrc book/README.md \
+            tinytorch/.all-contributorsrc tinytorch/README.md \
+            kits/.all-contributorsrc kits/README.md \
+            labs/.all-contributorsrc labs/README.md \
+            ${{ vars.BOOK_QUARTO }}/contents/frontmatter/acknowledgements/acknowledgements.qmd \
+            2>/dev/null || true
+          
+          git commit -m "Update contributors list [skip ci]"
+          git pull --rebase origin "$BRANCH_NAME"
+          git push origin "$BRANCH_NAME"
+
+      - name: Report Status
+        run: |
+          if [ "${{ steps.update.outputs.changes_made }}" = "true" ]; then
+            echo "✅ Contributors list has been updated"
+          else
+            echo "ℹ️ No changes were needed for contributors list"
+          fi
--- a/README.md
+++ b/README.md
@@ -335,167 +335,224 @@ The textbook content (chapters, figures, explanations) is educational material t

 ## Contributors

-Thanks goes to these wonderful people who have contributed to making this resource better for everyone:
+Thanks goes to these wonderful people who have contributed to making this resource better for everyone ([emoji key](https://allcontributors.org/docs/en/emoji-key)):

-<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
+### 📖 Textbook Contributors (102)
+
+<!-- BOOK-CONTRIBUTORS-START -->
 <!-- prettier-ignore-start -->
 <!-- markdownlint-disable -->
 <table>
  <tbody>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?s=100" width="100px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?s=100" width="100px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?s=100" width="100px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?s=100" width="100px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?s=100" width="100px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />💻 🎨 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?v=4?s=80" width="80px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br />🐛 📖 💡</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?v=4?s=80" width="80px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br />💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?v=4?s=80" width="80px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?v=4?s=80" width="80px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?v=4?s=80" width="80px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?s=100" width="100px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?s=100" width="100px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?s=100" width="100px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?s=100" width="100px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?s=100" width="100px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?v=4?s=80" width="80px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?v=4?s=80" width="80px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?v=4?s=80" width="80px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?v=4?s=80" width="80px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?v=4?s=80" width="80px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?v=4?s=80" width="80px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?v=4?s=80" width="80px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?s=100" width="100px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?s=100" width="100px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?s=100" width="100px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?s=100" width="100px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?s=100" width="100px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?v=4?s=80" width="80px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?v=4?s=80" width="80px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?v=4?s=80" width="80px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?v=4?s=80" width="80px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?v=4?s=80" width="80px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?v=4?s=80" width="80px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?v=4?s=80" width="80px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?s=100" width="100px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?s=100" width="100px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?s=100" width="100px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?s=100" width="100px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?s=100" width="100px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?v=4?s=80" width="80px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?v=4?s=80" width="80px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?v=4?s=80" width="80px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?v=4?s=80" width="80px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?v=4?s=80" width="80px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?v=4?s=80" width="80px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?v=4?s=80" width="80px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?s=100" width="100px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?s=100" width="100px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?s=100" width="100px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?s=100" width="100px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?s=100" width="100px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?v=4?s=80" width="80px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?v=4?s=80" width="80px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?v=4?s=80" width="80px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?v=4?s=80" width="80px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?v=4?s=80" width="80px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?v=4?s=80" width="80px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?v=4?s=80" width="80px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?s=100" width="100px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?s=100" width="100px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?s=100" width="100px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?s=100" width="100px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?s=100" width="100px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?v=4?s=80" width="80px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?v=4?s=80" width="80px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?v=4?s=80" width="80px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?v=4?s=80" width="80px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?v=4?s=80" width="80px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?v=4?s=80" width="80px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?v=4?s=80" width="80px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?s=100" width="100px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?s=100" width="100px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?s=100" width="100px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?s=100" width="100px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?s=100" width="100px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?v=4?s=80" width="80px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?v=4?s=80" width="80px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?v=4?s=80" width="80px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?v=4?s=80" width="80px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?v=4?s=80" width="80px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?v=4?s=80" width="80px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?v=4?s=80" width="80px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?s=100" width="100px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?s=100" width="100px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?s=100" width="100px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?s=100" width="100px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?s=100" width="100px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?v=4?s=80" width="80px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?v=4?s=80" width="80px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?v=4?s=80" width="80px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?v=4?s=80" width="80px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?v=4?s=80" width="80px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?v=4?s=80" width="80px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?v=4?s=80" width="80px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?s=100" width="100px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?s=100" width="100px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?s=100" width="100px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?s=100" width="100px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?s=100" width="100px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?v=4?s=80" width="80px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?v=4?s=80" width="80px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?v=4?s=80" width="80px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?v=4?s=80" width="80px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?v=4?s=80" width="80px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?v=4?s=80" width="80px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?s=100" width="100px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?s=100" width="100px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?s=100" width="100px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?s=100" width="100px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?s=100" width="100px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?v=4?s=80" width="80px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?v=4?s=80" width="80px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?v=4?s=80" width="80px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?v=4?s=80" width="80px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?v=4?s=80" width="80px;" alt="अरनव शुक्ला | Arnav Shukla"/><br /><sub><b>अरनव शुक्ला | Arnav Shukla</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/RinZ27"><img src="https://avatars.githubusercontent.com/RinZ27?v=4?s=80" width="80px;" alt="Rin"/><br /><sub><b>Rin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?v=4?s=80" width="80px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?s=100" width="100px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?s=100" width="100px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?s=100" width="100px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?s=100" width="100px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?s=100" width="100px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?v=4?s=80" width="80px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?v=4?s=80" width="80px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?v=4?s=80" width="80px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?v=4?s=80" width="80px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/XaicuL"><img src="https://avatars.githubusercontent.com/XaicuL?v=4?s=80" width="80px;" alt="JEON HYUNJUN(Luciano)"/><br /><sub><b>JEON HYUNJUN(Luciano)</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?v=4?s=80" width="80px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?v=4?s=80" width="80px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?s=100" width="100px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?s=100" width="100px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?s=100" width="100px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?s=100" width="100px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?v=4?s=80" width="80px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?v=4?s=80" width="80px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?v=4?s=80" width="80px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/snuggs"><img src="https://avatars.githubusercontent.com/snuggs?v=4?s=80" width="80px;" alt="Snuggs"/><br /><sub><b>Snuggs</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?v=4?s=80" width="80px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?v=4?s=80" width="80px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?v=4?s=80" width="80px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?s=100" width="100px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?s=100" width="100px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?s=100" width="100px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?s=100" width="100px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?s=100" width="100px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?v=4?s=80" width="80px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?v=4?s=80" width="80px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?v=4?s=80" width="80px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?v=4?s=80" width="80px;" alt="Parampreet Singh"/><br /><sub><b>Parampreet Singh</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?v=4?s=80" width="80px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?v=4?s=80" width="80px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?s=100" width="100px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?s=100" width="100px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?s=100" width="100px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/KarthikDani"><img src="https://avatars.githubusercontent.com/KarthikDani?s=100" width="100px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?s=100" width="100px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?v=4?s=80" width="80px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?v=4?s=80" width="80px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?v=4?s=80" width="80px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?v=4?s=80" width="80px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?v=4?s=80" width="80px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br />📖</td>
    </tr>
    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?s=100" width="100px;" alt="अरनव शुक्ला &#124; Arnav Shukla"/><br /><sub><b>अरनव शुक्ला &#124; Arnav Shukla</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/RinZ27"><img src="https://avatars.githubusercontent.com/RinZ27?s=100" width="100px;" alt="Rin"/><br /><sub><b>Rin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?s=100" width="100px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?s=100" width="100px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?s=100" width="100px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?s=100" width="100px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?s=100" width="100px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/XaicuL"><img src="https://avatars.githubusercontent.com/XaicuL?s=100" width="100px;" alt="JEON HYUNJUN(Luciano)"/><br /><sub><b>JEON HYUNJUN(Luciano)</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?s=100" width="100px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?s=100" width="100px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?s=100" width="100px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?s=100" width="100px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?s=100" width="100px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/snuggs"><img src="https://avatars.githubusercontent.com/snuggs?s=100" width="100px;" alt="Snuggs"/><br /><sub><b>Snuggs</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?s=100" width="100px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?s=100" width="100px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?s=100" width="100px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?s=100" width="100px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?s=100" width="100px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?s=100" width="100px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?s=100" width="100px;" alt="Parampreet Singh"/><br /><sub><b>Parampreet Singh</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?s=100" width="100px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?s=100" width="100px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?s=100" width="100px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?s=100" width="100px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?s=100" width="100px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?s=100" width="100px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?s=100" width="100px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?s=100" width="100px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?s=100" width="100px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br /></td>
-    </tr>
-    <tr>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?s=100" width="100px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?s=100" width="100px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?s=100" width="100px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br /></td>
-      <td align="center" valign="top" width="20%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?s=100" width="100px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br /></td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?v=4?s=80" width="80px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?v=4?s=80" width="80px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br />💻 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />📖 🐛</td>
    </tr>
  </tbody>
 </table>

 <!-- markdownlint-restore -->
 <!-- prettier-ignore-end -->
+<!-- BOOK-CONTRIBUTORS-END -->

-<!-- ALL-CONTRIBUTORS-LIST:END -->
+---

+### 🔥 TinyTorch Contributors (7)
+
+<!-- TINYTORCH-CONTRIBUTORS-START -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=80" width="80px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🐛</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="kai"/><br /><sub><b>kai</b></sub></a><br />🐛 💻 🎨 📖 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/minhdang26403"><img src="https://avatars.githubusercontent.com/minhdang26403?v=4?s=80" width="80px;" alt="Dang Truong"/><br /><sub><b>Dang Truong</b></sub></a><br />🐛 💻 📖 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🐛 💻 📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=80" width="80px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🐛 💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=80" width="80px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />💻</td>
+    </tr>
+  </tbody>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+<!-- TINYTORCH-CONTRIBUTORS-END -->
+
+---
+
+### 🛠️ Hardware Kits Contributors (2)
+
+<!-- KITS-CONTRIBUTORS-START -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />📖 💻 🎨 ✅</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 🧪 🔧</td>
+    </tr>
+  </tbody>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+<!-- KITS-CONTRIBUTORS-END -->
+
+---
+
+### 🧪 Labs Contributors (1)
+
+<!-- LABS-CONTRIBUTORS-START -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />💻 🎨 📖</td>
+    </tr>
+  </tbody>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+<!-- LABS-CONTRIBUTORS-END -->
+
+---
+
+**Recognize a contributor:** Comment on any issue or PR:
+```
+@all-contributors please add @username for doc, code, bug, or ideas
+```
 ---

 <div align="center">
--- a/book/.all-contributorsrc
+++ b/book/.all-contributorsrc
@@ -0,0 +1,948 @@
+{
+    "projectName": "MLSysBook - Textbook",
+    "projectOwner": "harvard-edge",
+    "repoType": "github",
+    "repoHost": "https://github.com",
+    "files": [
+        "README.md"
+    ],
+    "imageSize": 80,
+    "commit": false,
+    "commitConvention": "angular",
+    "contributorsPerLine": 7,
+    "linkToUsage": false,
+    "skipCi": true,
+    "contributors": [
+        {
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
+            "contributions": [
+                "bug",
+                "code",
+                "design",
+                "doc",
+                "ideas",
+                "review",
+                "test",
+                "tool"
+            ]
+        },
+        {
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
+            "contributions": [
+                "code",
+                "design",
+                "test"
+            ]
+        },
+        {
+            "login": "GabrielAmazonas",
+            "name": "Gabriel Amazonas",
+            "avatar_url": "https://avatars.githubusercontent.com/GabrielAmazonas",
+            "profile": "https://github.com/GabrielAmazonas",
+            "contributions": [
+                "bug",
+                "doc",
+                "ideas"
+            ]
+        },
+        {
+            "login": "hzeljko",
+            "name": "Zeljko Hrcek",
+            "avatar_url": "https://avatars.githubusercontent.com/hzeljko",
+            "profile": "https://github.com/hzeljko",
+            "contributions": [
+                "code"
+            ]
+        },
+        {
+            "login": "jasonjabbour",
+            "name": "Jason Jabbour",
+            "avatar_url": "https://avatars.githubusercontent.com/jasonjabbour",
+            "profile": "https://github.com/jasonjabbour",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "uchendui",
+            "name": "Ikechukwu Uchendu",
+            "avatar_url": "https://avatars.githubusercontent.com/uchendui",
+            "profile": "https://github.com/uchendui",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Naeemkh",
+            "name": "Naeem Khoshnevis",
+            "avatar_url": "https://avatars.githubusercontent.com/Naeemkh",
+            "profile": "https://github.com/Naeemkh",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
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+            "name": "Sonia Murthy",
+            "avatar_url": "https://avatars.githubusercontent.com/skmur",
+            "profile": "https://github.com/skmur",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Costin-Andrei Oncescu",
+            "name": "Costin-Andrei Oncescu",
+            "avatar_url": "https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "formlsysbookissue",
+            "name": "formlsysbookissue",
+            "avatar_url": "https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Annie Laurie Cook",
+            "name": "Annie Laurie Cook",
+            "avatar_url": "https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Parampreet Singh",
+            "name": "Parampreet Singh",
+            "avatar_url": "https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Vijay Edupuganti",
+            "name": "Vijay Edupuganti",
+            "avatar_url": "https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Jothi Ramaswamy",
+            "name": "Jothi Ramaswamy",
+            "avatar_url": "https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Batur Arslan",
+            "name": "Batur Arslan",
+            "avatar_url": "https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Curren Iyer",
+            "name": "Curren Iyer",
+            "avatar_url": "https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Edward Jin",
+            "name": "Edward Jin",
+            "avatar_url": "https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Tess Watt",
+            "name": "Tess Watt",
+            "avatar_url": "https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "bluebaer7",
+            "name": "bluebaer7",
+            "avatar_url": "https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "yanjingl",
+            "name": "yanjingl",
+            "avatar_url": "https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "a-saraf",
+            "name": "a-saraf",
+            "avatar_url": "https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "songhan",
+            "name": "songhan",
+            "avatar_url": "https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "jvijay",
+            "name": "jvijay",
+            "avatar_url": "https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "Zishen",
+            "name": "Zishen",
+            "avatar_url": "https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100",
+            "profile": "https://github.com/harvard-edge/cs249r_book/graphs/contributors",
+            "contributions": [
+                "doc"
+            ]
+        },
+        {
+            "login": "kai4avaya",
+            "name": "Kai Kleinbard",
+            "avatar_url": "https://avatars.githubusercontent.com/kai4avaya",
+            "profile": "https://github.com/kai4avaya",
+            "contributions": [
+                "code",
+                "tool"
+            ]
+        },
+        {
+            "login": "didier-durand",
+            "name": "Didier Durand",
+            "avatar_url": "https://avatars.githubusercontent.com/didier-durand",
+            "profile": "https://github.com/didier-durand",
+            "contributions": [
+                "doc",
+                "bug"
+            ]
+        }
+    ]
+}
--- a/book/README.md
+++ b/book/README.md
@@ -173,6 +173,162 @@ We welcome contributions! See [docs/CONTRIBUTING.md](docs/CONTRIBUTING.md) for g

 ---

+## Contributors
+
+Thanks to these wonderful people who helped improve the book ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+
+<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />💻 🎨 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/GabrielAmazonas"><img src="https://avatars.githubusercontent.com/GabrielAmazonas?v=4?s=80" width="80px;" alt="Gabriel Amazonas"/><br /><sub><b>Gabriel Amazonas</b></sub></a><br />🐛 📖 💡</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/hzeljko"><img src="https://avatars.githubusercontent.com/hzeljko?v=4?s=80" width="80px;" alt="Zeljko Hrcek"/><br /><sub><b>Zeljko Hrcek</b></sub></a><br />💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonjabbour"><img src="https://avatars.githubusercontent.com/jasonjabbour?v=4?s=80" width="80px;" alt="Jason Jabbour"/><br /><sub><b>Jason Jabbour</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/uchendui"><img src="https://avatars.githubusercontent.com/uchendui?v=4?s=80" width="80px;" alt="Ikechukwu Uchendu"/><br /><sub><b>Ikechukwu Uchendu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Naeemkh"><img src="https://avatars.githubusercontent.com/Naeemkh?v=4?s=80" width="80px;" alt="Naeem Khoshnevis"/><br /><sub><b>Naeem Khoshnevis</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Sara-Khosravi"><img src="https://avatars.githubusercontent.com/Sara-Khosravi?v=4?s=80" width="80px;" alt="Sara Khosravi"/><br /><sub><b>Sara Khosravi</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/V0XNIHILI"><img src="https://avatars.githubusercontent.com/V0XNIHILI?v=4?s=80" width="80px;" alt="Douwe den Blanken"/><br /><sub><b>Douwe den Blanken</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/18jeffreyma"><img src="https://avatars.githubusercontent.com/18jeffreyma?v=4?s=80" width="80px;" alt="Jeffrey Ma"/><br /><sub><b>Jeffrey Ma</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/shanzehbatool"><img src="https://avatars.githubusercontent.com/shanzehbatool?v=4?s=80" width="80px;" alt="shanzehbatool"/><br /><sub><b>shanzehbatool</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eliasab16"><img src="https://avatars.githubusercontent.com/eliasab16?v=4?s=80" width="80px;" alt="Elias"/><br /><sub><b>Elias</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/JaredP94"><img src="https://avatars.githubusercontent.com/JaredP94?v=4?s=80" width="80px;" alt="Jared Ping"/><br /><sub><b>Jared Ping</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ishapira1"><img src="https://avatars.githubusercontent.com/ishapira1?v=4?s=80" width="80px;" alt="Itai Shapira"/><br /><sub><b>Itai Shapira</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8863743b4f26c1a20e730fcf7ebc3bc0?d=identicon&s=100?v=4?s=80" width="80px;" alt="Maximilian Lam"/><br /><sub><b>Maximilian Lam</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaysonzlin"><img src="https://avatars.githubusercontent.com/jaysonzlin?v=4?s=80" width="80px;" alt="Jayson Lin"/><br /><sub><b>Jayson Lin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sophiacho1"><img src="https://avatars.githubusercontent.com/sophiacho1?v=4?s=80" width="80px;" alt="Sophia Cho"/><br /><sub><b>Sophia Cho</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/andreamurillomtz"><img src="https://avatars.githubusercontent.com/andreamurillomtz?v=4?s=80" width="80px;" alt="Andrea"/><br /><sub><b>Andrea</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alxrod"><img src="https://avatars.githubusercontent.com/alxrod?v=4?s=80" width="80px;" alt="Alex Rodriguez"/><br /><sub><b>Alex Rodriguez</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/korneelf1"><img src="https://avatars.githubusercontent.com/korneelf1?v=4?s=80" width="80px;" alt="Korneel Van den Berghe"/><br /><sub><b>Korneel Van den Berghe</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/foundingnimo"><img src="https://avatars.githubusercontent.com/foundingnimo?v=4?s=80" width="80px;" alt="Nimo"/><br /><sub><b>Nimo</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/colbybanbury"><img src="https://avatars.githubusercontent.com/colbybanbury?v=4?s=80" width="80px;" alt="Colby Banbury"/><br /><sub><b>Colby Banbury</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/zishenwan"><img src="https://avatars.githubusercontent.com/zishenwan?v=4?s=80" width="80px;" alt="Zishen Wan"/><br /><sub><b>Zishen Wan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/mmaz"><img src="https://avatars.githubusercontent.com/mmaz?v=4?s=80" width="80px;" alt="Mark Mazumder"/><br /><sub><b>Mark Mazumder</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ma3mool"><img src="https://avatars.githubusercontent.com/ma3mool?v=4?s=80" width="80px;" alt="Abdulrahman Mahmoud"/><br /><sub><b>Abdulrahman Mahmoud</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/DivyaAmirtharaj"><img src="https://avatars.githubusercontent.com/DivyaAmirtharaj?v=4?s=80" width="80px;" alt="Divya Amirtharaj"/><br /><sub><b>Divya Amirtharaj</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/srivatsankrishnan"><img src="https://avatars.githubusercontent.com/srivatsankrishnan?v=4?s=80" width="80px;" alt="Srivatsan Krishnan"/><br /><sub><b>Srivatsan Krishnan</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arnaumarin"><img src="https://avatars.githubusercontent.com/arnaumarin?v=4?s=80" width="80px;" alt="marin-llobet"/><br /><sub><b>marin-llobet</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aptl26"><img src="https://avatars.githubusercontent.com/aptl26?v=4?s=80" width="80px;" alt="Aghyad Deeb"/><br /><sub><b>Aghyad Deeb</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/James-QiuHaoran"><img src="https://avatars.githubusercontent.com/James-QiuHaoran?v=4?s=80" width="80px;" alt="Haoran Qiu"/><br /><sub><b>Haoran Qiu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Ekhao"><img src="https://avatars.githubusercontent.com/Ekhao?v=4?s=80" width="80px;" alt="Emil Njor"/><br /><sub><b>Emil Njor</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ELSuitorHarvard"><img src="https://avatars.githubusercontent.com/ELSuitorHarvard?v=4?s=80" width="80px;" alt="ELSuitorHarvard"/><br /><sub><b>ELSuitorHarvard</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kaiM0ves"><img src="https://avatars.githubusercontent.com/kaiM0ves?v=4?s=80" width="80px;" alt="kaiM0ves"/><br /><sub><b>kaiM0ves</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/oishib"><img src="https://avatars.githubusercontent.com/oishib?v=4?s=80" width="80px;" alt="oishib"/><br /><sub><b>oishib</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jared-ni"><img src="https://avatars.githubusercontent.com/jared-ni?v=4?s=80" width="80px;" alt="Jared Ni"/><br /><sub><b>Jared Ni</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AditiR-42"><img src="https://avatars.githubusercontent.com/AditiR-42?v=4?s=80" width="80px;" alt="Aditi Raju"/><br /><sub><b>Aditi Raju</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/MichaelSchnebly"><img src="https://avatars.githubusercontent.com/MichaelSchnebly?v=4?s=80" width="80px;" alt="Michael Schnebly"/><br /><sub><b>Michael Schnebly</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/VThuong99"><img src="https://avatars.githubusercontent.com/VThuong99?v=4?s=80" width="80px;" alt="Thuong Duong"/><br /><sub><b>Thuong Duong</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/leo47007"><img src="https://avatars.githubusercontent.com/leo47007?v=4?s=80" width="80px;" alt="Yu-Shun Hsiao"/><br /><sub><b>Yu-Shun Hsiao</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BaeHenryS"><img src="https://avatars.githubusercontent.com/BaeHenryS?v=4?s=80" width="80px;" alt="Henry Bae"/><br /><sub><b>Henry Bae</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/eimlav"><img src="https://avatars.githubusercontent.com/eimlav?v=4?s=80" width="80px;" alt="Eimhin Laverty"/><br /><sub><b>Eimhin Laverty</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jaywonchung"><img src="https://avatars.githubusercontent.com/jaywonchung?v=4?s=80" width="80px;" alt="Jae-Won Chung"/><br /><sub><b>Jae-Won Chung</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/ShvetankPrakash"><img src="https://avatars.githubusercontent.com/ShvetankPrakash?v=4?s=80" width="80px;" alt="Shvetank Prakash"/><br /><sub><b>Shvetank Prakash</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/marcozennaro"><img src="https://avatars.githubusercontent.com/marcozennaro?v=4?s=80" width="80px;" alt="Marco Zennaro"/><br /><sub><b>Marco Zennaro</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aryatschand"><img src="https://avatars.githubusercontent.com/aryatschand?v=4?s=80" width="80px;" alt="Arya Tschand"/><br /><sub><b>Arya Tschand</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arbass22"><img src="https://avatars.githubusercontent.com/arbass22?v=4?s=80" width="80px;" alt="Andrew Bass"/><br /><sub><b>Andrew Bass</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/pongtr"><img src="https://avatars.githubusercontent.com/pongtr?v=4?s=80" width="80px;" alt="Pong Trairatvorakul"/><br /><sub><b>Pong Trairatvorakul</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/euranofshin"><img src="https://avatars.githubusercontent.com/euranofshin?v=4?s=80" width="80px;" alt="Eura Nofshin"/><br /><sub><b>Eura Nofshin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0c931fcfd03cd548d44c90602dd773ba?d=identicon&s=100?v=4?s=80" width="80px;" alt="Matthew Stewart"/><br /><sub><b>Matthew Stewart</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/af39c27c6090c50a1921a9b6366e81cc?d=identicon&s=100?v=4?s=80" width="80px;" alt="Emeka Ezike"/><br /><sub><b>Emeka Ezike</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jianqingdu"><img src="https://avatars.githubusercontent.com/jianqingdu?v=4?s=80" width="80px;" alt="jianqingdu"/><br /><sub><b>jianqingdu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jzhou1318"><img src="https://avatars.githubusercontent.com/jzhou1318?v=4?s=80" width="80px;" alt="Jennifer Zhou"/><br /><sub><b>Jennifer Zhou</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/vitasam"><img src="https://avatars.githubusercontent.com/vitasam?v=4?s=80" width="80px;" alt="The Random DIY"/><br /><sub><b>The Random DIY</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/468ef35acc69f3266efd700992daa369?d=identicon&s=100?v=4?s=80" width="80px;" alt="Fatima Shah"/><br /><sub><b>Fatima Shah</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BrunoScaglione"><img src="https://avatars.githubusercontent.com/BrunoScaglione?v=4?s=80" width="80px;" alt="Bruno Scaglione"/><br /><sub><b>Bruno Scaglione</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Allen-Kuang"><img src="https://avatars.githubusercontent.com/Allen-Kuang?v=4?s=80" width="80px;" alt="Allen-Kuang"/><br /><sub><b>Allen-Kuang</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4ad8cdf19eb3b666ace97d3eedb19278?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess314"/><br /><sub><b>Tess314</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/taunoe"><img src="https://avatars.githubusercontent.com/taunoe?v=4?s=80" width="80px;" alt="Tauno Erik"/><br /><sub><b>Tauno Erik</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/gnodipac886"><img src="https://avatars.githubusercontent.com/gnodipac886?v=4?s=80" width="80px;" alt="gnodipac886"/><br /><sub><b>gnodipac886</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/serco425"><img src="https://avatars.githubusercontent.com/serco425?v=4?s=80" width="80px;" alt="Sercan Aygün"/><br /><sub><b>Sercan Aygün</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/TheHiddenLayer"><img src="https://avatars.githubusercontent.com/TheHiddenLayer?v=4?s=80" width="80px;" alt="TheHiddenLayer"/><br /><sub><b>TheHiddenLayer</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Gjain234"><img src="https://avatars.githubusercontent.com/Gjain234?v=4?s=80" width="80px;" alt="Gauri Jain"/><br /><sub><b>Gauri Jain</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/FinAminToastCrunch"><img src="https://avatars.githubusercontent.com/FinAminToastCrunch?v=4?s=80" width="80px;" alt="Fin Amin"/><br /><sub><b>Fin Amin</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/alex-oesterling"><img src="https://avatars.githubusercontent.com/alex-oesterling?v=4?s=80" width="80px;" alt="Alex Oesterling"/><br /><sub><b>Alex Oesterling</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AbenezerKb"><img src="https://avatars.githubusercontent.com/AbenezerKb?v=4?s=80" width="80px;" alt="Abenezer Angamo"/><br /><sub><b>Abenezer Angamo</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/BravoBaldo"><img src="https://avatars.githubusercontent.com/BravoBaldo?v=4?s=80" width="80px;" alt="Baldassarre Cesarano"/><br /><sub><b>Baldassarre Cesarano</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Jahnic-kb"><img src="https://avatars.githubusercontent.com/Jahnic-kb?v=4?s=80" width="80px;" alt="Jahnic Beck"/><br /><sub><b>Jahnic Beck</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/aethernavshulkraven-allain"><img src="https://avatars.githubusercontent.com/aethernavshulkraven-allain?v=4?s=80" width="80px;" alt="अरनव शुक्ला | Arnav Shukla"/><br /><sub><b>अरनव शुक्ला | Arnav Shukla</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/RinZ27"><img src="https://avatars.githubusercontent.com/RinZ27?v=4?s=80" width="80px;" alt="Rin"/><br /><sub><b>Rin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/bilgeacun"><img src="https://avatars.githubusercontent.com/bilgeacun?v=4?s=80" width="80px;" alt="Bilge Acun"/><br /><sub><b>Bilge Acun</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/atcheng2"><img src="https://avatars.githubusercontent.com/atcheng2?v=4?s=80" width="80px;" alt="Andy Cheng"/><br /><sub><b>Andy Cheng</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/arighosh05"><img src="https://avatars.githubusercontent.com/arighosh05?v=4?s=80" width="80px;" alt="Aritra Ghosh"/><br /><sub><b>Aritra Ghosh</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/abigailswallow"><img src="https://avatars.githubusercontent.com/abigailswallow?v=4?s=80" width="80px;" alt="abigailswallow"/><br /><sub><b>abigailswallow</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/YangZhou1997"><img src="https://avatars.githubusercontent.com/YangZhou1997?v=4?s=80" width="80px;" alt="Yang Zhou"/><br /><sub><b>Yang Zhou</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/XaicuL"><img src="https://avatars.githubusercontent.com/XaicuL?v=4?s=80" width="80px;" alt="JEON HYUNJUN(Luciano)"/><br /><sub><b>JEON HYUNJUN(Luciano)</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/emmanuel2406"><img src="https://avatars.githubusercontent.com/emmanuel2406?v=4?s=80" width="80px;" alt="Emmanuel Rassou"/><br /><sub><b>Emmanuel Rassou</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jasonlyik"><img src="https://avatars.githubusercontent.com/jasonlyik?v=4?s=80" width="80px;" alt="Jason Yik"/><br /><sub><b>Jason Yik</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jessicaquaye"><img src="https://avatars.githubusercontent.com/jessicaquaye?v=4?s=80" width="80px;" alt="Jessica Quaye"/><br /><sub><b>Jessica Quaye</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/cursoragent"><img src="https://avatars.githubusercontent.com/cursoragent?v=4?s=80" width="80px;" alt="Cursor Agent"/><br /><sub><b>Cursor Agent</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/happyappledog"><img src="https://avatars.githubusercontent.com/happyappledog?v=4?s=80" width="80px;" alt="happyappledog"/><br /><sub><b>happyappledog</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/snuggs"><img src="https://avatars.githubusercontent.com/snuggs?v=4?s=80" width="80px;" alt="Snuggs"/><br /><sub><b>Snuggs</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/swilcock0"><img src="https://avatars.githubusercontent.com/swilcock0?v=4?s=80" width="80px;" alt="Sam Wilcock"/><br /><sub><b>Sam Wilcock</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/sjohri20"><img src="https://avatars.githubusercontent.com/sjohri20?v=4?s=80" width="80px;" alt="Shreya Johri"/><br /><sub><b>Shreya Johri</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/skmur"><img src="https://avatars.githubusercontent.com/skmur?v=4?s=80" width="80px;" alt="Sonia Murthy"/><br /><sub><b>Sonia Murthy</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/fc4f3460cdfb9365ab59bdeafb06413e?d=identicon&s=100?v=4?s=80" width="80px;" alt="Costin-Andrei Oncescu"/><br /><sub><b>Costin-Andrei Oncescu</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/0d6b8616427d8b19d425c9808692e347?d=identicon&s=100?v=4?s=80" width="80px;" alt="formlsysbookissue"/><br /><sub><b>formlsysbookissue</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/7cd8d5dfd83071f23979019d97655dc5?d=identicon&s=100?v=4?s=80" width="80px;" alt="Annie Laurie Cook"/><br /><sub><b>Annie Laurie Cook</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/5aa037840c0ca11ee42784ed4843c655?d=identicon&s=100?v=4?s=80" width="80px;" alt="Parampreet Singh"/><br /><sub><b>Parampreet Singh</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/b15b6e0e9adf58099905c1a0fd474cb9?d=identicon&s=100?v=4?s=80" width="80px;" alt="Vijay Edupuganti"/><br /><sub><b>Vijay Edupuganti</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f88052cca4f401d9b0f43aed0a53434a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Jothi Ramaswamy"/><br /><sub><b>Jothi Ramaswamy</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/35a8d9ffd03f05e79a2c6ce6206a56f2?d=identicon&s=100?v=4?s=80" width="80px;" alt="Batur Arslan"/><br /><sub><b>Batur Arslan</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/bd53d146aa888548c8db4da02bf81e7a?d=identicon&s=100?v=4?s=80" width="80px;" alt="Curren Iyer"/><br /><sub><b>Curren Iyer</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/8d8410338458e08bd5e4b96f58e1c217?d=identicon&s=100?v=4?s=80" width="80px;" alt="Edward Jin"/><br /><sub><b>Edward Jin</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/28c6123d2c9f75578d3ccdedb0df3d11?d=identicon&s=100?v=4?s=80" width="80px;" alt="Tess Watt"/><br /><sub><b>Tess Watt</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/ef139181fe00190f21730f6912532e9e?d=identicon&s=100?v=4?s=80" width="80px;" alt="bluebaer7"/><br /><sub><b>bluebaer7</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/f5d58ba6aa9b00189d4c018d370e8f43?d=identicon&s=100?v=4?s=80" width="80px;" alt="yanjingl"/><br /><sub><b>yanjingl</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/a5a47df988ab1720dd706062e523ca32?d=identicon&s=100?v=4?s=80" width="80px;" alt="a-saraf"/><br /><sub><b>a-saraf</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/c2dc311aa8122d5f5f061e1db14682b1?d=identicon&s=100?v=4?s=80" width="80px;" alt="songhan"/><br /><sub><b>songhan</b></sub></a><br />📖</td>
+    </tr>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/4814aad67982ab07a69006a1ce9d2a72?d=identicon&s=100?v=4?s=80" width="80px;" alt="jvijay"/><br /><sub><b>jvijay</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/harvard-edge/cs249r_book/graphs/contributors"><img src="https://www.gravatar.com/avatar/43b1feff77c8a95fd581774fb8ec891f?d=identicon&s=100?v=4?s=80" width="80px;" alt="Zishen"/><br /><sub><b>Zishen</b></sub></a><br />📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="Kai Kleinbard"/><br /><sub><b>Kai Kleinbard</b></sub></a><br />💻 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />📖 🐛</td>
+    </tr>
+  </tbody>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+
+<!-- ALL-CONTRIBUTORS-LIST:END -->
+
+**Recognize a contributor:** Comment on any issue or PR:
+```
+@all-contributors please add @username for doc, review, translation, or design
+```
+
+---
+
 ## License

 Book content is licensed under **Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International** (CC BY-NC-SA 4.0).
--- a/book/docs/CONTRIBUTING.md
+++ b/book/docs/CONTRIBUTING.md
@@ -88,3 +88,32 @@ Opening an early PR is encouraged. This will allow us to provide feedback on you

 For a more detailed guide on the CS249r documentation process and peer review,
 check [here](https://docs.google.com/document/d/1izDoWwFLnV8XK2FYCl23_9KYL_7EQ5OWLo-PCNUGle0).
+
+## Contributor Recognition
+
+We use [All Contributors](https://allcontributors.org) to recognize everyone who helps improve the book.
+
+### How to Recognize a Contributor
+
+After merging a PR or resolving an issue, comment:
+
+```
+@all-contributors please add @username for TYPE
+```
+
+### Contribution Types
+
+| Type | Emoji | Use For |
+|------|-------|---------|
+| `doc` | 📖 | Wrote or improved content |
+| `review` | 👀 | Reviewed chapters or PRs |
+| `translation` | 🌍 | Translated content |
+| `design` | 🎨 | Created diagrams or figures |
+| `bug` | 🐛 | Found errors or typos |
+| `ideas` | 💡 | Suggested improvements |
+
+### Example
+
+```
+@all-contributors please add @contributor for doc, review
+```
--- a/kits/.all-contributorsrc
+++ b/kits/.all-contributorsrc
@@ -0,0 +1,43 @@
+{
+    "projectName": "MLSysBook - Hardware Kits",
+    "projectOwner": "harvard-edge",
+    "repoType": "github",
+    "repoHost": "https://github.com",
+    "files": [
+        "README.md"
+    ],
+    "imageSize": 80,
+    "commit": false,
+    "commitConvention": "angular",
+    "contributorsPerLine": 7,
+    "linkToUsage": false,
+    "skipCi": true,
+    "contributors": [
+        {
+            "login": "Mjrovai",
+            "name": "Marcelo Rovai",
+            "avatar_url": "https://avatars.githubusercontent.com/Mjrovai",
+            "profile": "https://github.com/Mjrovai",
+            "contributions": [
+                "doc",
+                "code",
+                "design",
+                "tutorial"
+            ]
+        },
+        {
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
+            "contributions": [
+                "bug",
+                "code",
+                "design",
+                "doc",
+                "test",
+                "tool"
+            ]
+        }
+    ]
+}
--- a/kits/README.md
+++ b/kits/README.md
@@ -132,10 +132,31 @@ We welcome contributions to the hardware labs! To contribute:

 ---

-## Authors
+## Contributors

- **Marcelo Rovai** - Primary author
- **Vijay Janapa Reddi** - Harvard University
+Thanks to these wonderful people who helped improve the hardware kits ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+
+<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/Mjrovai"><img src="https://avatars.githubusercontent.com/Mjrovai?v=4?s=80" width="80px;" alt="Marcelo Rovai"/><br /><sub><b>Marcelo Rovai</b></sub></a><br />📖 💻 🎨 ✅</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 🧪 🔧</td>
+    </tr>
+  </tbody>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+
+<!-- ALL-CONTRIBUTORS-LIST:END -->
+
+**Recognize a contributor:** Comment on any issue or PR:
+```
+@all-contributors please add @username for tool, test, video, or doc
+```

 ---

--- a/labs/.all-contributorsrc
+++ b/labs/.all-contributorsrc
@@ -0,0 +1,28 @@
+{
+    "projectName": "MLSysBook - Labs",
+    "projectOwner": "harvard-edge",
+    "repoType": "github",
+    "repoHost": "https://github.com",
+    "files": [
+        "README.md"
+    ],
+    "imageSize": 80,
+    "commit": false,
+    "commitConvention": "angular",
+    "contributorsPerLine": 7,
+    "linkToUsage": false,
+    "skipCi": true,
+    "contributors": [
+        {
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
+            "contributions": [
+                "code",
+                "design",
+                "doc"
+            ]
+        }
+    ]
+}
--- a/labs/README.md
+++ b/labs/README.md
@@ -67,6 +67,33 @@ Labs are under active development. To be notified when they launch:

 ---

+## Contributors
+
+Thanks to these wonderful people who helped build the labs ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+
+<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />💻 🎨 📖</td>
+    </tr>
+  </tbody>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+
+<!-- ALL-CONTRIBUTORS-LIST:END -->
+
+**Recognize a contributor:** Comment on any issue or PR:
+```
+@all-contributors please add @username for code, tutorial, test, or doc
+```
+
+---
+
 <div align="center">

 **Read. Explore. Build.** *(Labs coming soon)*
--- a/tinytorch/.all-contributorsrc
+++ b/tinytorch/.all-contributorsrc
@@ -0,0 +1,97 @@
+{
+    "projectName": "MLSysBook - TinyTorch",
+    "projectOwner": "harvard-edge",
+    "repoType": "github",
+    "repoHost": "https://github.com",
+    "files": [
+        "README.md"
+    ],
+    "imageSize": 80,
+    "commit": false,
+    "commitConvention": "angular",
+    "contributorsPerLine": 7,
+    "linkToUsage": false,
+    "skipCi": true,
+    "contributors": [
+        {
+            "login": "AmirAlasady",
+            "name": "Amir Alasady",
+            "avatar_url": "https://avatars.githubusercontent.com/AmirAlasady",
+            "profile": "https://github.com/AmirAlasady",
+            "contributions": [
+                "bug"
+            ]
+        },
+        {
+            "login": "profvjreddi",
+            "name": "Vijay Janapa Reddi",
+            "avatar_url": "https://avatars.githubusercontent.com/profvjreddi",
+            "profile": "https://github.com/profvjreddi",
+            "contributions": [
+                "bug",
+                "code",
+                "design",
+                "doc",
+                "ideas",
+                "review",
+                "test",
+                "tool"
+            ]
+        },
+        {
+            "login": "kai4avaya",
+            "name": "kai",
+            "avatar_url": "https://avatars.githubusercontent.com/kai4avaya",
+            "profile": "https://github.com/kai4avaya",
+            "contributions": [
+                "bug",
+                "code",
+                "design",
+                "doc",
+                "test"
+            ]
+        },
+        {
+            "login": "minhdang26403",
+            "name": "Dang Truong",
+            "avatar_url": "https://avatars.githubusercontent.com/minhdang26403",
+            "profile": "https://github.com/minhdang26403",
+            "contributions": [
+                "bug",
+                "code",
+                "doc",
+                "test"
+            ]
+        },
+        {
+            "login": "didier-durand",
+            "name": "Didier Durand",
+            "avatar_url": "https://avatars.githubusercontent.com/didier-durand",
+            "profile": "https://github.com/didier-durand",
+            "contributions": [
+                "bug",
+                "code",
+                "doc"
+            ]
+        },
+        {
+            "login": "karthikdani",
+            "name": "Karthik Dani",
+            "avatar_url": "https://avatars.githubusercontent.com/karthikdani",
+            "profile": "https://github.com/karthikdani",
+            "contributions": [
+                "bug",
+                "code"
+            ]
+        },
+        {
+            "login": "jettythek",
+            "name": "jettythek",
+            "avatar_url": "https://avatars.githubusercontent.com/jettythek",
+            "profile": "https://github.com/jettythek",
+            "contributions": [
+                "code"
+            ]
+        }
+    ]
+}
--- a/tinytorch/CONTRIBUTING.md
+++ b/tinytorch/CONTRIBUTING.md
@@ -268,6 +268,38 @@ Your commits will be included in the next release with appropriate version bump.

 ---

+## 🏆 Contributor Recognition
+
+We use [All Contributors](https://allcontributors.org) to recognize everyone who helps improve TinyTorch.
+
+### How to Recognize a Contributor
+
+After merging a PR or resolving an issue, comment:
+
+```
+@all-contributors please add @username for TYPE
+```
+
+### Contribution Types
+
+| Type | Emoji | Use For |
+|------|-------|---------|
+| `bug` | 🐛 | Found a bug or issue |
+| `code` | 💻 | Submitted code |
+| `doc` | 📖 | Improved documentation |
+| `ideas` | 💡 | Suggested improvements |
+| `test` | 🧪 | Added tests |
+| `review` | 👀 | Reviewed PRs |
+
+### Examples
+
+```
+@all-contributors please add @AmirAlasady for bug
+@all-contributors please add @student123 for code, doc
+```
+
+---
+
 **Remember**: TinyTorch is about teaching students to understand ML systems by building them. Every contribution should enhance that educational mission! 🎓🔥

 **Questions?** Check the docs or open a GitHub Discussion.
--- a/tinytorch/README.md
+++ b/tinytorch/README.md
@@ -255,12 +255,43 @@ See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.

 ---

+## Contributors
+
+Thanks to these wonderful people who helped improve TinyTorch ([emoji key](https://allcontributors.org/docs/en/emoji-key)):
+
+<!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section -->
+<!-- prettier-ignore-start -->
+<!-- markdownlint-disable -->
+<table>
+  <tbody>
+    <tr>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/AmirAlasady"><img src="https://avatars.githubusercontent.com/AmirAlasady?v=4?s=80" width="80px;" alt="Amir Alasady"/><br /><sub><b>Amir Alasady</b></sub></a><br />🐛</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/profvjreddi"><img src="https://avatars.githubusercontent.com/profvjreddi?v=4?s=80" width="80px;" alt="Vijay Janapa Reddi"/><br /><sub><b>Vijay Janapa Reddi</b></sub></a><br />🐛 💻 🎨 📖 💡 👀 🧪 🔧</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/kai4avaya"><img src="https://avatars.githubusercontent.com/kai4avaya?v=4?s=80" width="80px;" alt="kai"/><br /><sub><b>kai</b></sub></a><br />🐛 💻 🎨 📖 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/minhdang26403"><img src="https://avatars.githubusercontent.com/minhdang26403?v=4?s=80" width="80px;" alt="Dang Truong"/><br /><sub><b>Dang Truong</b></sub></a><br />🐛 💻 📖 🧪</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/didier-durand"><img src="https://avatars.githubusercontent.com/didier-durand?v=4?s=80" width="80px;" alt="Didier Durand"/><br /><sub><b>Didier Durand</b></sub></a><br />🐛 💻 📖</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/karthikdani"><img src="https://avatars.githubusercontent.com/karthikdani?v=4?s=80" width="80px;" alt="Karthik Dani"/><br /><sub><b>Karthik Dani</b></sub></a><br />🐛 💻</td>
+      <td align="center" valign="top" width="14.28%"><a href="https://github.com/jettythek"><img src="https://avatars.githubusercontent.com/jettythek?v=4?s=80" width="80px;" alt="jettythek"/><br /><sub><b>jettythek</b></sub></a><br />💻</td>
+    </tr>
+  </tbody>
+</table>
+
+<!-- markdownlint-restore -->
+<!-- prettier-ignore-end -->
+
+<!-- ALL-CONTRIBUTORS-LIST:END -->
+
+**Recognize a contributor:** Comment on any issue or PR:
+```
+@all-contributors please add @username for bug, code, doc, or ideas
+```
+
+---
+
 ## Acknowledgments

 Created by [Prof. Vijay Janapa Reddi](https://vijay.seas.harvard.edu) at Harvard University.

-Special thanks to students and contributors who helped build this framework.
-
 ---

 ## License