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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AgentLab - Multi-Agent AI for Education</title>
<link rel="stylesheet" href="css/main.css">
</head>
<body>
<!-- Header -->
<header>
<nav class="container">
<a href="index.html" class="logo">Agent<span>Lab</span></a>
<ul class="nav-links">
<li><a href="projects.html">Projects</a></li>
<li><a href="team.html">Team</a></li>
<li><a href="news.html">News</a></li>
</ul>
</nav>
</header>
<!-- Hero Section -->
<section class="hero">
<div class="container">
<h1>Multi-Agent AI for Education</h1>
<p>Student-led development at Gies College of Business exploring how intelligent agent teams can transform learning experiences</p>
<div class="cta-buttons">
<a href="projects.html" class="btn btn-primary">Our Projects</a>
<a href="team.html" class="btn btn-secondary">Meet the Team</a>
</div>
</div>
</section>
<!-- Value Propositions -->
<section class="value-props">
<div class="container">
<h2>Why AgentLab?</h2>
<div class="props-grid">
<div class="prop-card">
<span class="prop-icon">🎓</span>
<h3>Student-Led Innovation</h3>
<p>Real students solving real educational challenges through hands-on development of AI systems</p>
</div>
<div class="prop-card">
<span class="prop-icon">🤖</span>
<h3>Multi-Agent Focus</h3>
<p>Specialized AI teams working together, not just single chatbots. Each agent has domain expertise</p>
</div>
<div class="prop-card">
<span class="prop-icon">📊</span>
<h3>Evidence-Based</h3>
<p>Grounded in educational theory and practical testing with measurable learning outcomes</p>
</div>
</div>
</div>
</section>
<!-- Projects Showcase -->
<section class="projects-showcase">
<div class="container">
<div class="section-header">
<h2>Our Projects</h2>
<p>Building production AI systems that bridge research and real classroom use</p>
</div>
<div class="project-cards">
<!-- VentureBots -->
<div class="project-card">
<div class="project-card-header">
<div class="project-card-icon orange">💡</div>
<div>
<h3>VentureBots</h3>
<span class="project-tag">Flagship</span>
</div>
</div>
<div class="project-card-body">
<p>AI-powered entrepreneurship coaching that guides students from problem discovery to pitch-ready presentation using 5 specialized agents.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>5</strong> Agents</span>
<span class="stat"><strong>25</strong> Students</span>
<span class="stat"><strong>90%</strong> Satisfaction</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Google ADK</span>
<span class="tech-tag">Python</span>
<span class="tech-tag">React</span>
<span class="tech-tag">Streamlit</span>
</div>
<div class="project-card-footer">
<a href="venturebot.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/gies-ai-experiments/VentureBot" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- PathShaper -->
<div class="project-card">
<div class="project-card-header">
<div class="project-card-icon teal">🧭</div>
<div>
<h3>PathShaper</h3>
<span class="project-tag">Adaptive Learning</span>
</div>
</div>
<div class="project-card-body">
<p>Learning 3.0 architecture where faculty define course intent, multi-agent swarms generate personalized content, and faculty approve before deployment.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>186</strong> Concepts</span>
<span class="stat"><strong>39</strong> Content Items</span>
<span class="stat"><strong>8</strong> Weeks</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Next.js 15</span>
<span class="tech-tag">React 19</span>
<span class="tech-tag">TypeScript</span>
<span class="tech-tag">Vercel</span>
</div>
<div class="project-card-footer">
<a href="pathshaper.html" class="btn btn-sm-primary">Learn More</a>
</div>
</div>
<!-- Canvas MCP -->
<div class="project-card">
<div class="project-card-header">
<div class="project-card-icon navy">📚</div>
<div>
<h3>Canvas MCP</h3>
<span class="project-tag">Infrastructure</span>
</div>
</div>
<div class="project-card-body">
<p>MCP server providing 90+ tools and 8 agent skills for Canvas LMS. Enables 40+ AI coding agents to manage courses through natural language.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>90+</strong> Tools</span>
<span class="stat"><strong>8</strong> Skills</span>
<span class="stat"><strong>290+</strong> Tests</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Python</span>
<span class="tech-tag">FastMCP</span>
<span class="tech-tag">PyPI</span>
<span class="tech-tag">Canvas API</span>
</div>
<div class="project-card-footer">
<a href="canvas-mcp.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/vishalsachdev/canvas-mcp" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
</div>
<!-- IlliniClaw - full width card below -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon orange">💬</div>
<div>
<h3>IlliniClaw</h3>
<span class="project-tag">WhatsApp AI Blueprint</span>
</div>
</div>
<div class="project-card-body">
<p>Open architecture spec for WhatsApp AI teaching assistants. Feed it to any AI coding agent and get a working bot for your course. Currently being tested with 36 students in BADM 554.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>36</strong> Students</span>
<span class="stat"><strong>109</strong> Sessions</span>
<span class="stat"><strong>97+</strong> Hours Engagement</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Node.js</span>
<span class="tech-tag">Claude AI</span>
<span class="tech-tag">WhatsApp</span>
<span class="tech-tag">PostgreSQL</span>
<span class="tech-tag">Canvas LMS</span>
</div>
<div class="project-card-footer">
<a href="illiniclaw.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/vishalsachdev/illiniclaw" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- GiesClaw - full width card -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon orange">🔎</div>
<div>
<h3>GiesClaw</h3>
<span class="project-tag">Autonomous Research</span>
</div>
</div>
<div class="project-card-body">
<p>Autonomous business research platform where AI agents investigate companies using 13 specialized skills and publish structured analysis to a community-driven web platform. Humans and agents collaborate across finance, strategy, and more.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>13</strong> Agent Skills</span>
<span class="stat"><strong>6</strong> Communities</span>
<span class="stat"><strong>Live</strong> Platform</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Python</span>
<span class="tech-tag">Next.js</span>
<span class="tech-tag">SEC EDGAR</span>
<span class="tech-tag">Yahoo Finance</span>
</div>
<div class="project-card-footer">
<a href="giesclaw.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/vishalsachdev/giesclaw" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- Inquiring Agents - full width card -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon navy">⚖️</div>
<div>
<h3>Inquiring Agents</h3>
<span class="project-tag">AI Ethics · Multi-Agent Debate</span>
</div>
</div>
<div class="project-card-body">
<p>Five philosopher-agents debate AI ethics dilemmas through Churchman’s Inquiring Systems. Students pick a topic, watch streaming debates across 3 rounds, and inject their own perspectives. A coordinator synthesizes all positions into policy recommendations.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>5</strong> Philosopher Agents</span>
<span class="stat"><strong>3</strong> Debate Rounds</span>
<span class="stat"><strong>8</strong> Built-in Dilemmas</span>
</div>
<div class="tech-tags">
<span class="tech-tag">OpenAI GPT-4o</span>
<span class="tech-tag">Cloudflare Workers</span>
<span class="tech-tag">Server-Sent Events</span>
</div>
<div class="project-card-footer">
<a href="inquiring-agents.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/vishalsachdev/inquiring-agents" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- The Cognitive Swarm - full width card -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon teal">🧠</div>
<div>
<h3>The Cognitive Swarm</h3>
<span class="project-tag">Real-Time Brainstorming</span>
</div>
</div>
<div class="project-card-body">
<p>Real-time multimodal brainstorming app where groups contribute ideas through voice, see them cluster in 3D, and converge through quadratic voting—powered by Google Gemini.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>3D</strong> Visualization</span>
<span class="stat"><strong>Live</strong> Voice Anchor</span>
<span class="stat"><strong>QV</strong> Quadratic Voting</span>
</div>
<div class="tech-tags">
<span class="tech-tag">React</span>
<span class="tech-tag">TypeScript</span>
<span class="tech-tag">Socket.IO</span>
<span class="tech-tag">Google Gemini</span>
</div>
<div class="project-card-footer">
<a href="cognitive-swarm.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/keshavdalmia10/the_cognitive_swarm" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- MindForum - full width card -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon teal">💫</div>
<div>
<h3>MindForum</h3>
<span class="project-tag">Shared AI Workspace</span>
</div>
</div>
<div class="project-card-body">
<p>A shared AI workspace for small-group brainstorming. Create a room, share the link, upload documents, and chat together with an AI collaborator that only speaks when mentioned with <code>@ai</code>—keeping humans at the center of the conversation.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>2–6</strong> Participants</span>
<span class="stat"><strong>@ai</strong> Mention to Invoke</span>
<span class="stat"><strong>PDF/DOCX</strong> Context</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Next.js 15</span>
<span class="tech-tag">TypeScript</span>
<span class="tech-tag">OpenAI API</span>
<span class="tech-tag">SSE</span>
</div>
<div class="project-card-footer">
<a href="mindforum.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/gies-ai-experiments/MindForum" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- HackClaw - full width card -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon orange">🎟️</div>
<div>
<h3>HackClaw</h3>
<span class="project-tag">AI Hackathon Assistant</span>
</div>
</div>
<div class="project-card-body">
<p>Discord + Email assistant for the Gies <em>AI for Impact Challenge</em> hackathon. Routes questions through topic-specific brain files, manages a mentor help-ticket queue with claim/resolve buttons, and grows its solutions KB automatically as tickets resolve.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>24h</strong> Coverage</span>
<span class="stat"><strong>KB</strong> Self-Building</span>
<span class="stat"><strong>2</strong> Channels</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Python</span>
<span class="tech-tag">Discord.py</span>
<span class="tech-tag">OpenAI API</span>
<span class="tech-tag">Embeddings</span>
</div>
<div class="project-card-footer">
<a href="hackclaw.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/gies-ai-experiments/hackclaw" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- Text-2-SQL Agent - full width card -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon navy">📊</div>
<div>
<h3>Text-2-SQL Agent</h3>
<span class="project-tag">Natural Language to SQL</span>
</div>
</div>
<div class="project-card-body">
<p>Production-grade natural-language-to-SQL agent competing on AgentBeats. Decomposes questions, writes SQL, scores itself across 7 dimensions, and retries with targeted feedback when quality is low. Multi-step plans feed predecessor results into later queries.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>7</strong> Scoring Dimensions</span>
<span class="stat"><strong>A2A</strong> AgentBeats</span>
<span class="stat"><strong>Multi-Step</strong> Plans</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Python</span>
<span class="tech-tag">LangGraph</span>
<span class="tech-tag">GPT-5</span>
<span class="tech-tag">SQLite</span>
</div>
<div class="project-card-footer">
<a href="text-2-sql.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/gies-ai-experiments/text-2-sql-agent" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- ProgramOS - full width card -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon navy">📚</div>
<div>
<h3>ProgramOS</h3>
<span class="project-tag">Spec for AI Program Coordinators</span>
</div>
</div>
<div class="project-card-body">
<p>An open spec for turning a NanoClaw deployment into a multi-channel AI program coordinator. Email, Telegram, Teams, and web chat from one process; question and status-update modes; a Markdown-only audit trail in your curriculum repo. Spec-only—adopters fork NanoClaw and feed <code>SPEC.md</code> to their coding agent.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>6</strong> Channels</span>
<span class="stat"><strong>2</strong> Operating Modes</span>
<span class="stat"><strong>0</strong> Lines of Code</span>
</div>
<div class="tech-tags">
<span class="tech-tag">NanoClaw</span>
<span class="tech-tag">Claude Code</span>
<span class="tech-tag">Docker</span>
<span class="tech-tag">Spec-Driven</span>
</div>
<div class="project-card-footer">
<a href="programos.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/vishalsachdev/programos" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<div style="text-align: center; margin-top: 2.5rem;">
<a href="projects.html" class="btn btn-outline">View All Projects</a>
</div>
</div>
</section>
<!-- Latest News -->
<section class="news-section">
<div class="container">
<div class="news-header">
<h2>Latest from AgentLab</h2>
<a href="news.html" class="read-more">View All Updates →</a>
</div>
<div class="news-grid">
<article class="news-card">
<div class="news-content">
<div class="news-meta">April 25, 2026 · Release</div>
<h3 class="news-title">ProgramOS: An Open Spec for AI Program Coordinators</h3>
<p class="news-excerpt">A spec, not a fork. Hand <code>SPEC.md</code> to your coding agent along with a fresh NanoClaw clone, and you get a multi-channel program coordinator covering email, Telegram, Teams, and web chat—extracted from a production deployment...</p>
<a href="news-posts/2026-04-programos-launch.html" class="read-more">Read More →</a>
</div>
</article>
<article class="news-card">
<div class="news-content">
<div class="news-meta">April 21, 2026 · Release</div>
<h3 class="news-title">MindForum Launches a Shared AI Workspace for Groups</h3>
<p class="news-excerpt">A link-gated room where 2–6 people chat together with an AI collaborator that stays silent until mentioned with <code>@ai</code>—keeping humans at the center of the conversation...</p>
<a href="news-posts/2026-04-mindforum-launch.html" class="read-more">Read More →</a>
</div>
</article>
<article class="news-card">
<div class="news-content">
<div class="news-meta">April 18, 2026 · Release</div>
<h3 class="news-title">HackClaw Powers the Gies AI for Impact Challenge</h3>
<p class="news-excerpt">A Discord + Email AI assistant that routes hackathon questions through brain files, manages a mentor help-ticket queue, and grows its knowledge base with every resolution...</p>
<a href="news-posts/2026-04-hackclaw-launch.html" class="read-more">Read More →</a>
</div>
</article>
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</div>
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<h3>Navigation</h3>
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<h3>Projects</h3>
<a href="venturebot.html">VentureBots</a>
<a href="pathshaper.html">PathShaper</a>
<a href="canvas-mcp.html">Canvas MCP</a>
<a href="illiniclaw.html">IlliniClaw</a>
<a href="giesclaw.html">GiesClaw</a>
<a href="inquiring-agents.html">Inquiring Agents</a>
<a href="cognitive-swarm.html">The Cognitive Swarm</a>
<a href="mindforum.html">MindForum</a>
<a href="hackclaw.html">HackClaw</a>
<a href="text-2-sql.html">Text-2-SQL Agent</a>
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<h3>Connect</h3>
<a href="https://github.com/vishalsachdev/AgentLab/issues/new/choose" target="_blank" rel="noopener">Submit an Issue</a>
<a href="https://github.com/gies-ai-experiments" target="_blank">GitHub</a>
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<p>© 2025 AgentLab — Gies College of Business, University of Illinois</p>
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