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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>
<!-- UniQuick - full width card below -->
<div class="project-card" style="margin-top: 1.5rem;">
<div class="project-card-header">
<div class="project-card-icon navy">⚡</div>
<div>
<h3>UniQuick</h3>
<span class="project-tag">Zero-Config Backend</span>
</div>
</div>
<div class="project-card-body">
<p>A "deploy in one prompt" backend for AI-built web apps at Illinois. Ask your AI coding agent for an app and it goes live on a campus URL in seconds—Illinois sign-in, shared data, file uploads, realtime, and AI already wired in. No accounts, no API keys, no servers to manage.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>1</strong> Prompt to Live</span>
<span class="stat"><strong>5</strong> Built-in Services</span>
<span class="stat"><strong>Live</strong> on Azure</span>
</div>
<div class="tech-tags">
<span class="tech-tag">Fastify</span>
<span class="tech-tag">TypeScript</span>
<span class="tech-tag">Azure</span>
<span class="tech-tag">PostgreSQL</span>
<span class="tech-tag">MCP</span>
<span class="tech-tag">Entra SSO</span>
</div>
<div class="project-card-footer">
<a href="uniquick.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/gies-ai-experiments/uniquick" class="btn btn-sm-outline">GitHub</a>
</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 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>Group</strong> Workspace</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 AI program coordinator that answers stakeholder questions on email, Telegram, and web chat—and writes every decision into a shared, human-readable program folder. Start on a laptop in an afternoon, graduate to a server when you’re ready. Open recipe; you and your coding agent build it for your program.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>1</strong> Afternoon to First Bot</span>
<span class="stat"><strong>3</strong> Live Channels</span>
<span class="stat"><strong>0</strong> Lines of Code to Copy</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>
<!-- GiesChat - 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>GiesChat</h3>
<span class="project-tag">Self-Hosted AI Chat</span>
</div>
</div>
<div class="project-card-body">
<p>A self-hosted AI chat platform that unifies Claude, GPT, Gemini, DeepSeek, and dozens of other providers in one campus-controlled interface. Built on LibreChat with agents, MCP skills, artifacts, code interpretation, and secure multi-user auth.</p>
</div>
<div class="project-card-stats">
<span class="stat"><strong>40+</strong> Providers</span>
<span class="stat"><strong>MCP</strong> Skills</span>
<span class="stat"><strong>OAuth2</strong> Auth</span>
</div>
<div class="tech-tags">
<span class="tech-tag">LibreChat</span>
<span class="tech-tag">Next.js</span>
<span class="tech-tag">TypeScript</span>
<span class="tech-tag">MCP</span>
<span class="tech-tag">Docker</span>
</div>
<div class="project-card-footer">
<a href="gieschat.html" class="btn btn-sm-primary">Learn More</a>
<a href="https://github.com/gies-ai-experiments/GiesChat" class="btn btn-sm-outline">GitHub</a>
</div>
</div>
<!-- ProjectClaw - 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>ProjectClaw</h3>
<span class="project-tag">Slack Project Assistant</span>
</div>
</div>
<div class="project-card-body">
<p>A Slack-based AI assistant that tracks open PRs, recent merges, meeting decisions, and action items across multiple projects. Connects GitHub repos with Granola meeting transcripts and posts daily standups and weekly summaries.</p>
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<span class="stat"><strong>GitHub</strong> + Granola</span>
<span class="stat"><strong>2×/day</strong> Standups</span>
<span class="stat"><strong>Scoped</strong> Per Channel</span>
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<span class="tech-tag">Python</span>
<span class="tech-tag">Slack</span>
<span class="tech-tag">GitHub CLI</span>
<span class="tech-tag">Granola API</span>
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<h3>AgentDocs</h3>
<span class="project-tag">Proof + mdocs · Agent Collaboration</span>
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<p>Collaborative documents where AI agents work alongside people—no accounts, no logins. Proof gives Google-Docs-style live co-editing with shared cursors; mdocs adds async comments, suggestions, and revision history. Both self-hosted at Gies, both keyed by an unguessable capability link.</p>
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<span class="stat"><strong>2</strong> Services, 1 Idea</span>
<span class="stat"><strong>12</strong> MCP Tools</span>
<span class="stat"><strong>0</strong> Accounts Needed</span>
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<span class="tech-tag">TypeScript</span>
<span class="tech-tag">Hono</span>
<span class="tech-tag">SQLite</span>
<span class="tech-tag">MCP</span>
<span class="tech-tag">Yjs</span>
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<a href="https://docs.illinihunt.org" class="btn btn-sm-outline">Open mdocs</a>
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<div class="news-meta">July 6, 2026 · Release</div>
<h3 class="news-title">AgentDocs: Shared Documents Where AI Agents Are Real Collaborators</h3>
<p class="news-excerpt">Two self-hosted services, one idea—Proof for live co-editing and mdocs for async review, both keyed by an unguessable capability link instead of accounts...</p>
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<div class="news-meta">July 3, 2026 · Release</div>
<h3 class="news-title">GiesChat: A Self-Hosted AI Chat Platform for Campus</h3>
<p class="news-excerpt">A campus-controlled chat interface that unifies Claude, GPT, Gemini, DeepSeek, and dozens of other providers with agents, MCP skills, artifacts, and code interpretation...</p>
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<div class="news-meta">July 3, 2026 · Release</div>
<h3 class="news-title">ProjectClaw: A Slack AI Assistant for Project Management</h3>
<p class="news-excerpt">A Slack-based assistant that connects GitHub repos with Granola meeting transcripts to answer status questions, cite PRs, and post daily standups and weekly summaries...</p>
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