A² Learning Studio · Hands-On Demos

Hands-On Demos

Try the interactive learning platforms I've built — browser-based simulations integrating GenAI as formative assessment agents for construction management education. No downloads, no logins — just click and play.

30+
Live Platforms
300+
Students Engaged
96%
Student Endorsement
10+
Topic Ecosystem
Browser-Based (HTML5)
No Login Required
AI Formative Feedback
Traceable Assessment Data
Works on Any Device
Start Here

Select any row to open its details and its launch link; select it again to collapse.

+Grades 11–12 & College · The Backbone · Before You PlayA² Data Ecosystem ArchitectureHow the platforms record and share data — worth reading before you try them.

Before exploring the platforms, understand the data infrastructure behind them. This voice-narrated interactive presentation explains how learner data flows from input through AI-enhanced training to research-grade outputs — the architecture that makes every A² platform traceable, auditable, and research-ready.

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6 Stakeholders
⚙️
7-Stage Pipeline
🤖
AI-Enhanced Training
🧠
21 Domains
📊
5-Level DFA
🔊
Voice Narrated
10-Slide Voice-Narrated Architecture Walkthrough
ElevenLabs voice narration guides you through stakeholders, the 7-stage data collection pipeline, what makes AI-enhanced training different from AI-bypassed learning, 21 research domains, 17+ export files, a 5-level data flow architecture (Input → Process → Output), and the future research roadmap. Hover any element for expanded technical specifications.
▶ Launch Ecosystem Presentation
Click or → to advance · ← to go back · Hover elements for details · 🔊 voice narration on every slide
Learning Games & Simulations

Games and simulations from elementary school through college. Each row shows a suggested grade level; Play-Test marks new, early releases.

+Grades 3–8 with a Grown-Up · English & Español · Play-TestCommunity Builders of Pecan GroveCivic learning game for kids — ask questions, check facts, and decide together.
🏘️ Civic Learning for Kids

Community Builders of Pecan Grove

An educational game for children ages 8–14 to play with a grown-up. In a fictional Georgia town considering a data center, players practice asking questions, listening, checking facts, and working together to make thoughtful community decisions. Available in English and Spanish.

Asking Questions Listening Checking Facts Working Together Community Decisions
Status: Play-Test Version · A² Learning Studio
+Grades 6–12 & College · K-12 Outreach & AGC Skills ChallengeBuildSim: Job Site SimulatorLay out a job site and manage resources with real-time AI feedback.
🏗️ Game-Based Learning

BuildSim · Job Site Simulator

An HTML5 game-based construction management simulator where students drag and drop facilities on a blueprint grid, optimize worker travel distance, respect site constraints, and manage resources — all while receiving real-time AI formative feedback on every decision. Includes scoring engine, leaderboard, certificate generation, and a comprehensive formative assessment report.

Drag & Drop Site Layout Resource Allocation CPM Scheduling Cost Control Safety Planning Quality Inspection Leaderboard Certificate Formative Report
6
Training Modules
8+
Decision Points / Module
94%
Would Recommend
88%
More Effective Than Traditional
Deployed in: CM 3110 (Wood Construction) · CM 6600 (Risk Analysis) · CM 6901 (GenAI in CM)
Also offered in: AGC Skills Challenge · ABC Georgia K-12 Outreach Activities
▶ Launch BuildSim — Play Now
+Grades 9–12 & College · Data Center Construction · Play-TestBuild the CampusPlay the construction manager and build a data center campus on a fictional Georgia site.
🏗️ Construction Manager Role-Play

Build the Campus

Step into the role of a construction manager and build a data center campus on a fictional Georgia site. Explore site preparation, utilities, foundations, building systems, commissioning, and turnover while managing schedules, construction challenges, and neighborhood considerations.

Site Preparation Utilities Foundations Building Systems Commissioning Turnover Schedule Management Construction Challenges Neighborhood Considerations
Status: Play-Test Version · A² Learning Studio
▶ Launch Build the Campus — Play-Test
+College Freshman · 1 of 20 Certificated ModulesNEXUS-DC: Data Center Lifecycle Risk SimulationBuild and manage a $500M+ data center through three crisis waves.
⚡ Multi-Role Simulation

NEXUS-DC · Power Up

A multi-role data center lifecycle risk simulation where students build and manage a $500M+ data center across 3 crisis waves — balancing cost, uptime, safety, sustainability, and stakeholder satisfaction. Features 6 professional role perspectives, 8 scoring dimensions aligned to ISO 31000 and PMBOK, and both guided and blind play modes with transparent scoring.

Lifecycle Risk Management 8 Scoring Dimensions 6 Professional Roles 3 Crisis Waves ISO 31000 PMBOK Guided & Blind Modes Transparent Scoring Formative Report
8
Scoring Dimensions
6
Professional Roles
3
Crisis Waves
$500M+
Simulated Project Value
Deployed in: CM 6600 (Construction Risk Analysis & Control)
Part of: 20-Module Certificated Data Center Training Program (this platform serves as the introductory module)
▶ Launch NEXUS-DC — Play Now
Research & Advanced Platforms

Decision-support tools and digital twins for advanced coursework, professional development, and research applications.

+Graduate & Professional · Deployed in CM 6600EVNN-DC Decision LabDecision-support lab for tail-aware data center siting and capacity choices.
🔬 Research Decision Platform

EVNN-DC Decision Lab

An AI-powered multi-criteria decision analysis platform for data center lifecycle investment under uncertainty. Features Monte Carlo uncertainty simulation, Bayesian AI guidance with explainable recommendations, TOPSIS ranking, construction risk scenarios with decision-based learning, pre-module knowledge assessment, comprehensive 16-question learner surveys with certificate generation, and full session JSON data export for POC validation research. Built for both education and research.

MCDM Framework Monte Carlo Simulation Bayesian AI Guidance TOPSIS Ranking EVT Tail-Risk 6 Lifecycle Phases Case Studies Construction Scenarios 16-Q POC Survey Session JSON Export Certificate
10
Navigation Steps
30+
Decision Criteria
6
Lifecycle Phases
16
POC Survey Questions
Deployed in: CM 6600 (Construction Risk Analysis & Control) · Lead Developer: Dr. Arezou Shafaghat (Georgia Tech & KSU) · Co-Developers: Dr. Ali Keyvanfar & Dr. Da Hu (KSU)
▶ Launch EVNN-DC Decision Lab
+Graduate & Faculty · Cornell AI4S Visiting Professorship VisionNanoLCA-DT: Nano-Modified Materials Digital TwinOptimize lifecycle cost, carbon, and durability for nano-modified materials.
⚡ Multi-Objective Optimization Digital Twin

NanoLCA-DT

A conceptual prototype demonstrating AI-driven multi-objective optimization of nano-modified construction materials. Integrates ML surrogate models, cradle-to-gate lifecycle assessment (ISO 14040), and NSGA-II Pareto optimization across three objectives: lifecycle cost, embodied carbon, and durability. Features grey-box digital twin architecture, voice narration, and agentic AI infrastructure (Skills, MCP, REST API).

ML SurrogatesISO 14040 LCANSGA-II OptimizationPareto FrontierGrey-Box Digital TwinMCP ServerClaude SkillsREST APIVoice Narrated
3
Optimization Objectives
5
Interactive Tabs
N=5000
Monte Carlo Runs
ISO 14040
LCA Standard
Developers: Dr. Ali Keyvanfar & Dr. Arezou Shafaghat (KSU) · A² Learning Studio
▶ Launch NanoLCA-DT
Evidence

Survey results from KSU students who used the platforms.

+Student ValidationWhat Students SaySpring 2026 survey of 50 KSU students who used BuildSim.

✅ BuildSim Platform Validation — N=50 Students (Spring 2026)

96%
Effective for K-12 students
94%
Would recommend to classmates
88%
More effective than traditional
86%
Mistakes felt like normal learning
84%
Trusted AI feedback as fair
"It is an activity that helps you learn rather than an assignment." — KSU Student, Spring 2026

More Platforms in the A² Learning Studio

The platforms above are part of a larger ecosystem that includes VoxProfessor (voice-guided learning), the Graduate Risk Management Simulator, the Wood Construction Methods Game, TRIP (Transit Resilience Intelligence Platform), 12+ AI tutors, and 100+ AI-generated course materials.

Explore the full AI Innovation Portfolio →

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