Session 1 — Welcome to the Serendipity Engine | AI-Accelerated Entrepreneurship Practicum

Session Structure

Today's Agenda

3 hours. By the end you will have: your team formed, your co-founder rationale documented, and a shared vocabulary for the serendipity engine you're about to build together.

9:00

60 min

Hour 1

The Trinity Graph Framework

Why every AI system built today — ChatGPT, recommendation engines, autonomous agents — is incomplete. They see only one graph. The Trinity Graph sees three simultaneously: who cares, what's true, and what could be. This is convergent intelligence.

Social Graph · Who Cares Knowledge Graph · What's True Generative Graph · What Could Be -ity Ontology · The Semantic Bridge

10:00

45 min

Hour 2A

Trinity Pod Formation

Form your teams of 3–4. Each pod will build two applications simultaneously: one for a University partner (client project), one for your own venture. You'll rotate roles across the semester. Today: choose your industry and name your pod.

Social Graph Lead Knowledge Graph Lead Generative AI Lead Integration Lead (rotating)

10:45

45 min

Hour 2B

Co-founder Chemistry + Team Formation

Find your co-founders. This is the most consequential decision of the semester — research shows co-founder conflict is the #1 cause of early startup failure. Use this hour to have the real conversations: complementary skills, working styles, ambition alignment. Your first deliverable is your co-founder rationale, due Wednesday.

Co-founder rationale Complementary skills Team roles defined

11:30

30 min

Hour 3

IAM Bot Activation

Every student in this class has a personal AI assistant — your IAM Bot — already waiting for you. It knows the Trinity Graph framework, your course context, and will learn alongside you for 14 sessions. Activate it now. Ask it your first question about the course.

IAM Classroom Platform VOLVOX Lifecycle · Kirk Steps 0–12 Trinity Graph · Live Neo4j

Activate Your IAM Bot →

12:00

—

End

Wrap + Homework Assignment

Week 1 deliverables due before Week 2. Two things: 5 stakeholder interviews with your assigned University partner, and 10 customer discovery interviews for your own venture. Read Social Organism Chapter 1.

Due: Wednesday Mar 11 Reading: Social Organism Ch. 1

The Architecture

The Trinity Graph Framework

Three knowledge graphs operating simultaneously, connected by a semantic bridge layer built from 225+ abstract states (-ity words) that English already encodes as ontological primitives.

📚

Layer 2 · Knowledge Graph

What's True

The verified conceptual scaffolding. Facts, logic, domain expertise, provenance. Answers: what do we actually know, what can we cite, what can we prove. Without this layer, you're building on air.

claritycertaintyvalidity integrityaccuracyobjectivity

✨

Layer 3 · Generative Graph

What Could Be

The emergent creative patterns. Synthesis, transformation, innovation, serendipity. Answers: what can we create, what hasn't been made yet, what would surprise and delight. Without this layer, you're building archives.

creativityserendipitypossibility noveltyingenuityvitality

⬡ Semantic Glue Layer — 8 Bridge Terms

authenticity clarity creativity connectivity vitality serendipity integrity possibility

The Omega Protocol

10 Runes · 10 States of Awareness

The Omega Protocol forces language models from linear prediction into simulated System 2 reasoning — moving through 10 epistemic states in sequence. Each rune maps to an -ity state. Your projects will progress through these states over 14 sessions.

ᚢ

I · Uruz

Materiality

The physical world. What exists. What are the actual facts on the ground?

ᛒ

II · Berkano

Vitality

The life force. What's generative? What wants to grow?

ᛗ

III · Mannaz

Interiority

The inner world. Who are these people? What do they actually feel?

ᚦ

IV · Thurisaz

Criticality

The breaking point. What's the core tension? What must be resolved?

ᛖ

V · Ehwaz

Connectivity

The connections. What links these things? What's the network?

ᚲ

VI · Kenaz

Lucidity

The clarity. What do we now understand? What's the insight?

ᚾ

VII · Nauthiz

Necessity

The constraint. What must exist? What's non-negotiable?

ᚷ

VIII · Gebo

Reciprocity

The exchange. What's the value flow? Who gives, who receives?

ᛞ

IX · Dagaz

Totality

The full picture. What does the whole system look like?

ᛃ

X · Jera

Continuity

The legacy. What endures? What cycles forward?

Team Structure

Trinity Pod Formation

Form groups of 3–4 now. Each pod builds two projects simultaneously. Roles rotate every 3–4 weeks so everyone leads every layer. Today: form your team, choose your startup industry, name your pod.

🧠

Social Graph Lead

Weeks 1–5

Own the human layer. Conduct stakeholder interviews. Design the emotional and relational architecture. Answer: who are these people and what do they care about at a biological level?

📚

Knowledge Graph Lead

Weeks 6–9

Own the truth layer. Design the ontology. Build the RDF triple store. Implement verification pipelines. Answer: what do we actually know with confidence, and where does it come from?

✨

Generative AI Lead

Weeks 10–12

Own the creative layer. Build the LLM integration, RAG pipeline, and generative interface. Answer: given what we know about people and facts, what can we create that didn't exist before?

🔀

Integration Lead

Rotating each sprint

Own the convergence. Make the three graphs talk to each other. Measure the emergence. Answer: is the whole greater than the sum of its parts? How do you measure awareness?

In-Class Exercise Pod Formation — 10 minutes

1

Find your 3 other people

Criteria: diverse backgrounds (design + tech + business if possible), complementary skills, real interest overlap in a problem domain. You'll spend 14 sessions together — take 3 minutes to talk to people you don't already know.

2

Choose your startup domain

Pick one sector your venture will target. This determines your knowledge graph domain and your customer discovery focus. The Trinity Graph works across all domains — but you need to go deep, not wide, in Week 1.

HealthcareEducation Creative IndustriesReal Estate LegalFinance FashionEntertainment Food & HospitalitySports SustainabilityGovernment

3

Name your Trinity Pod

Name it after an -ity word that captures your pod's approach. Examples: Pod Velocity, Pod Lucidity, Pod Propensity. This will be your team identity for 14 sessions. Register with Baxter.

Exercise 1

Your First Social Graph

Open Neo4j Aura. You're about to write your first graph database query. This is where most of the semester lives. 45 minutes to build something real.

Step-by-Step · 45 Minutes Map 5 Professional Connections in Neo4j

1

Create a free Neo4j Aura account

Go to console.neo4j.io → Create free AuraDB instance → Download the credentials file. Your graph database is now live. This is the same technology powering every Trinity Graph in this course.

# You'll receive a connection string like: neo4j+s://xxxxxxxx.databases.neo4j.io username: neo4j password: your-generated-password

2

Create yourself as a node

Open the Neo4j Browser (built into Aura). Paste this Cypher query. This is you — as structured data.

CREATE (me:Person { name: "Your Name", role: "MBA Student", school: "Vanderbilt Owen", interests: ["startup", "AI", "your-domain"], cohort: "Spring 2026" })

3

Add 5 connections from your professional network

Think: a mentor, a former manager, a peer collaborator, someone from a different field, someone you want to reconnect with. Run this for each person.

MATCH (me:Person {name: "Your Name"}) CREATE (other:Person { name: "Connection Name", role: "their role", company: "their company", interests: ["tag1", "tag2"] }) CREATE (me)-[:KNOWS { since: "2024", context: "how you met", strength: 4 // 1-5 }]->(other)

4

Query your graph

See what you built. This returns your entire social network as a graph visualization.

MATCH (me:Person {name: "Your Name"})-[r:KNOWS]->(connection) RETURN me, r, connection

5

Add emotional properties

This is the Social Graph layer. Add -ity properties to each relationship — the emotional texture of the connection. This is what separates a Trinity Graph from a LinkedIn CSV export.

MATCH (me:Person {name: "Your Name"})-[r:KNOWS]->(p {name: "Connection Name"}) SET r.trust = 0.9, r.authenticity = 0.8, r.reciprocity = 0.7, r.ity_label = "mentorship"

Live Graph Preview — try it here before writing to Neo4j

Your graph will appear here as you add connections…

Your Personal AI

Activate Your IAM Bot

Your IAM Bot is not a generic chatbot. It knows the Trinity Graph framework, your course context, and the Omega Protocol. It will evolve with you over 14 sessions — from a simple assistant (Kirk Step 0) to a collaborative thinking partner (Kirk Step 12).

🤖

Your IAM Bot

Login with your first name (e.g. "ava" / "ava2026"). Your bot is named after a constellation or element — Aria, Bolt, Coda, Dex, Echo… it's been waiting for you. Ask it your first question about convergent intelligence.

Launch Classroom →

🌿

The VOLVOX Lifecycle

Your bot starts UNDIFFERENTIATED. Every 5 queries it evolves — into a SOMATIC SENSOR (pattern recognizer), STRUCTURAL (knowledge builder), or GERMLINE (creative generator). Your interactions drive its differentiation.

See Lifecycle →

⬡

The Trinity Graph

Behind your bot is a live Neo4j graph with 210 Trinity nodes. As you use the classroom, your queries activate nodes and build edges in real-time. By Session 14 (April 22), your bot's graph will reflect your entire learning journey.

View the Graph →

📊

Professor View

Prof. Luckett and Baxter can see the entire class's Kirk Step progression, active nodes, blind spot detection, and SAVESUCCESS radar. Your intellectual engagement is visible in the graph.

Professor Dashboard →

First Questions to Ask Your IAM Bot

Session 1 Deliverables

Homework — Due Wednesday Mar 11

Everything before Wednesday's class. It is not a lot — but it is important. Read the articles before you lock in your team.

Track 1 · Client Project

5 Stakeholder Interviews

Schedule and complete 5 interviews with members of your assigned University partner organization. Do not show them any prototype — just listen. Ask: What's the most frustrating part of [their workflow]? What tool do they wish existed? What do they know that the system doesn't know about them?

Document each as a Trinity Graph input: Social layer (feelings, frustrations), Knowledge layer (domain facts), Generative layer (imagined solutions).

📅 Due: Wednesday Mar 11 before class

Track 2 · Entrepreneurial Venture

10 Customer Discovery Interviews

Talk to 10 potential customers for your venture. Not friends. Not family. Actual people in your target market. Use the Mom Test framework: ask about past behavior, not hypothetical futures. Document each interview with the same Trinity framework.

By Week 2 you should be able to say: here are the 3 things I was wrong about, here are the 2 things I didn't expect to find, here is who the real customer actually is.

📅 Due: Wednesday Mar 11 before class

Required Reading

The Social Organism — Chapter 1

Read Chapter 1 of The Social Organism (Oliver Luckett + Michael J. Casey, 2016). Pay attention to the biological framing of social networks — this is not a metaphor. It's the structural foundation of the Social Graph layer. Come to Week 2 prepared to draw your own "organism" using the chapter's framework.

📅 Before Week 2

Neo4j Setup

Graph Your Network

Add all 5 stakeholders (client track) OR 10 customer discovery subjects (venture track) as nodes in your Neo4j Aura instance. Add emotional properties (trust, authenticity, reciprocity scores). Run a MATCH query and screenshot the graph. Submit the screenshot with your interview notes.

📅 Due: Wednesday Mar 11 before class

Welcome to theSerendipity Engine

Today's Agenda

The Trinity Graph Framework

10 Runes · 10 States of Awareness

Trinity Pod Formation

Your First Social Graph

Activate Your IAM Bot

Homework — Due Wednesday Mar 11

Everything You Need

Welcome to the
Serendipity Engine