Houston, TX  ·  In Partnership with IAB Advisors, Inc.

The Rao-Blackwell
Academy for AI & Technology

A production-grade AI and technology program built on the Rao-Blackwell Theorem — the mathematics that makes AI possible. Students honor Dr. David H. Blackwell's legacy the right way: building real servers, deploying live AI models, and earning credentials that open doors to the careers shaping our world.

Dr. David Harold Blackwell, mathematician and statistician, photographed in 1999

Dr. David Harold Blackwell

Statistician & Mathematician  ·  1919–2010
24
Program
Weeks
47
Curriculum
Lessons
130+
Languages
Supported
6
Live Project
Deliverables

The Legacy


The mathematician
who made AI possible

"Being of service to God and humanity means leaving the mathematics clean."

— Dr. David H. Blackwell

Dr. David Harold Blackwell (1919–2010) was the first African American inducted into the National Academy of Sciences and the first Black scholar to receive a permanent Harvard faculty appointment. For more than 30 years he taught at UC Berkeley, building a body of work that now underlies virtually every modern AI system.

Together with C.R. Rao — the legendary Indian-American mathematician and National Medal of Science recipient — Blackwell co-founded the Rao-Blackwell Theorem. Their combined mathematics is not theoretical. It is operational — executing billions of AI inferences per second in data centers around the world, right now.

  • 01
    Rao-Blackwell Theorem Foundational to every modern statistical estimator and machine learning optimization loop
  • 02
    Bayesian Statistics The probabilistic reasoning engine inside virtually all modern AI systems
  • 03
    Game Theory & Dynamic Programming The mathematical basis of reinforcement learning — how AI learns to make decisions
  • 04
    Information Theory Blackwell channels underpin data compression and communication protocols
  • 05
    NVIDIA Blackwell GPU Architecture Named in his honor — powers ChatGPT, Google Gemini, Claude, and every frontier model today
Program Overview

Real AI.
Real infrastructure.
Real credentials.

This is not a coding bootcamp or a survey course. Students build and configure production AI servers, deploy open-source large language models, write software APIs, and ship a live AI application — all within 24 weeks.

20
Pilot cohort seats
24
Program weeks
47
Curriculum lessons
6
Live deliverables
Express Interest

The Curriculum


Six phases.
One complete AI engineer.

Every phase of the Rao-Blackwell Academy ends with a real deliverable — not an assignment, but a working piece of technology. 47 lessons covering hardware, networking, AI deployment, vibe coding with Claude Code, and MCP. Students graduate with a GitHub portfolio, a deployed AI application across their chosen capstone track, a program certificate, and a college application essay draft. The cohort community — weekly Show & Tell, shared channel, and pair programming — keeps students connected and accountable throughout.

01
Weeks 1–4
Foundations, Legacy & Prompt Engineering

AI history from Blackwell's game theory to modern transformers — including how minimax algorithms power NPC AI in games. Ethics, bias, and responsible development. Layer 1 of the BTW AI Architecture Framework: Prompt Engineering — the 5 Principles, platform-specific outreach templates, and the iteration cycle. Students apply prompt engineering immediately to a real mission: corporate sponsor outreach for The Benjamin Project.

1–2 page reflection paper (delivered with Module 2 demo)
02
Weeks 5–8
Hardware & Infrastructure

Students physically build and configure production AI servers. macOS server setup, terminal fundamentals, user management, and system monitoring. Oral presentation: "Here is what I built — and here is the mathematician who made it possible."

Live server + oral presentation on Blackwell's legacy
03
Weeks 9–12
Networking & Security

ZeroTier VPN, SSH key authentication, firewall configuration, and access control. Students secure real production networks and understand how systems get compromised — including the DDoS attacks every gamer has experienced, and how studios defend against them.

Secured remote-access lab network
04
Weeks 13–16
LLMs & AI Deployment

How transformers work. Installing and running Ollama with Qwen, Llama, and Mistral locally. AI game companion lab — build an AI dungeon master or NPC system on your own server. Deep dive into how game studios use ML-trained agents. Prompt engineering skills from Layer 1 are applied here at the API and model level.

Local LLM with AI game companion or chat UI
05
Weeks 17–20
Software Engineering, Vibe Coding & MCP

Python, FastAPI, Pydantic, SQLite, and async programming. Vibe coding with Claude Code and Cursor — generate, review, and ship. Advanced: build a Python MCP server and connect it to Claude Desktop as a callable tool. Pair programming throughout.

Production API + optional MCP server + GitHub portfolio
06
Weeks 21–24
Capstone & Demo Day

Three tracks: Standard — a production AI application solving a real problem. Game — an AI-powered game or game tool. Benjamin Project — an AI system built in service of The Benjamin Project and BWI Liberia (SolarWatch, AquaGuard, or BTW Network Connect). Teams design, build, and present at Demo Day. Dedicated career lesson: college application essays, GitHub portfolio for recruiters, and AI engineer salary ranges.

Live app, portfolio, certificate, college essay draft

What's New in v4


Built for students
who build things

Six additions that make the Rao-Blackwell Academy one of the most complete AI programs available at any level — high school or otherwise. Now anchored by the BTW AI Architecture Framework, a named six-layer curriculum structure students can navigate from Day 1.

THE BTW AI ARCHITECTURE FRAMEWORK
LAYER 6
Deploy & Monitor
LAYER 5
Full Stack AI Apps
LAYER 4
AI Agents
LAYER 3
API & LLMs
LAYER 2
Context & RAG
LAYER 1 ★
Prompt Eng.

Six named layers — from prompt engineering to production deployment. Every module maps to a layer. Students know exactly where they are in the stack and where they're going. Layer 1 (Prompt Engineering) is introduced in Week 1 and applied immediately to real corporate sponsor outreach for The Benjamin Project.

🎮
Gaming Integration

Dr. Blackwell's game theory → minimax → NPC AI → ChatGPT. Gaming is the entry point, not an add-on. Students who love games have always belonged in this curriculum — now that connection is explicit, from Lesson 3 through the Game capstone track.

Vibe Coding & Claude Code

Module 5's new lab teaches students to use Claude Code CLI and Cursor to generate production code from natural language — then review it critically using a 7-point checklist. The engineering skill of 2025 is directing AI. Students leave knowing both sides.

🔌
MCP — Model Context Protocol

The optional Module 5 advanced lesson teaches Anthropic's open protocol for connecting AI to the real world — adopted by Slack, Replit, Notion, and 1,000+ connectors. Students who complete it wrap their Ollama API as an MCP server and connect it to Claude Desktop. Most developers learned this on the job.

👥
Cohort Community

Weekly Show & Tell, a shared cohort channel, and structured pair programming from Module 5 build peer relationships that drive completion rates — and make the capstone team dynamic work. The community opens before Week 1 orientation and persists after graduation as an alumni network.

🎓
Career & Portfolio Prep

Module 6 Lesson 6 is dedicated to translating what students built into language that opens doors: college application essays, GitHub portfolio structure, job titles this experience qualifies them for, and what AI engineers earn. Particularly designed for first-generation students who may not have this guidance at home.

📦
Three Capstone Tracks

Standard: Any AI application solving a real problem. Game: An AI-powered game or game tool — text adventure, NPC dialogue system, procedural generator. Benjamin Project: A real AI system deployed in service of BWI Liberia — SolarWatch, AquaGuard, or BTW Network Connect. Same rigor. Real-world mission.


The Connection


His mathematics runs
the world's
fastest computers

NVIDIA named its most powerful AI chip architecture the Blackwell GPU. It powers ChatGPT, Google Gemini, Claude, and every frontier AI model being built today. The mathematics Dr. Blackwell developed over 50 years ago is not in a textbook. It is executing billions of inferences per second, right now, in data centers around the world.

Students in this program will understand not just how to use these systems, but the statistical and probabilistic foundations that make them possible. That is a different kind of education — and a different kind of graduate.

BLACKWELL NVIDIA GPU ARCHITECTURE Named for the Rao-Blackwell Theorem

Eligibility & Admissions


Who should
apply

The pilot cohort is intentionally small. We are looking for students who are curious and committed — prior coding experience is not required. Whether your passion is gaming, entrepreneurship, or just understanding how the technology shaping your world actually works, there is a capstone track for you. Enrollment dates will be announced — express interest now to be notified first.

  • 01 High school student in grades 9–12 with an interest in technology, mathematics, or engineering
  • 02 No prior coding experience required — curiosity and commitment are the only prerequisites
  • 03 Able to commit 3–4 hours per week to program activities across 24 weeks
  • 04 Parent or guardian consent and school administration approval required for enrollment
  • 05 Strong interest in technology careers, game development, higher education, or entrepreneurship — a capstone track exists for each

For School Administrators & Partners

Interested in bringing the Rao-Blackwell Academy to your school or district? Contact us directly to discuss partnership, curriculum licensing, and co-application for federal STEM grants.

leslie@iabadvisors.com →
Express Interest
Pilot Cohort · Limited Enrollment · Date TBD

About the Program


Powered by
IAB Advisors

The Rao-Blackwell Academy is a flagship initiative of IAB Advisors, Inc. — a Houston-based AI-native technology platform founded by Leslie Wilson, a 25-year veteran AI Architect with deep roots in institutional technology at Koch Energy, Enron, and KPMG/BearingPoint.

The curriculum runs on IAB Academy, a live, operational AI-powered education platform serving students in 130+ countries. Students in the Rao-Blackwell Academy receive the same infrastructure knowledge that powers IAB Advisors' production AI systems.

  • Pre-seed closed: $403,000 from 25 investors at $2.5M valuation
  • IAB Academy live at iabacademy.ai — serving students in 130+ countries
  • Published author: Options Trading Essentials (Amazon)
  • Board Member, Ballare Preparatory Language Academy, Houston
  • Member, Kappa Alpha Psi Fraternity, Inc.
IAB Academy

The Platform Behind the Program

IAB Academy delivers the Rao-Blackwell Academy curriculum with AI-powered Smart Tutor support in 130+ languages, modular lesson structure, and completion certificates recognized by IAB Advisors.

IAB Advisors, Inc.

The Institutional Home

IAB Advisors is a Delaware C-Corp building an AI-native financial services and education ecosystem, with 10+ production AI products deployed on its Edge Platform Suite.

Program Partners & Affiliates

IAB Advisors Curriculum & Certification
IAB Academy Platform & Technology
Partner Schools Announcement Coming Soon