Home About Services CHRYSALIS Research Contact Book a Call
AI Strategy · Engineering · Governance

AI That Moves From
Idea to Infrastructure.

Designed for strategy. Built for adoption. Governed for trust.

AI Engineering Agentic Systems Organizational Transformation Governance Architecture Research Education
Work With Me See What I Build
AI Engineering ✦ Agentic Systems ✦ AI Governance ✦ Organizational Transformation ✦ Automation ✦ LLM Research ✦ Prompt Engineering ✦ Bias Auditing ✦ AI Adoption ✦ Blockchain x AI ✦ Executive Training ✦ Policy Advisory ✦ AI Engineering ✦ Agentic Systems ✦ AI Governance ✦ Organizational Transformation ✦ Automation ✦ LLM Research ✦ Prompt Engineering ✦ Bias Auditing ✦ AI Adoption ✦ Blockchain x AI ✦ Executive Training ✦ Policy Advisory ✦
Who I Help

Find yourself here.

If any of these sound like you, you are in the right place.

Founders and Startups

You are building an AI product and need it to be defensible.

Governance architecture, investor-ready documentation, agent safety reviews, bias audits, and technical credibility you can stand behind in front of a board or a regulator.

Business Operators

You know AI can transform your operations. You need someone to actually build it.

Custom agents, automated reporting, intelligent workflows, and end-to-end systems built for your business — not a generic template dropped into your processes.

Leaders and Teams

Your organization is using AI but nobody really understands it yet.

Executive training, team workshops, custom prompt libraries, adoption strategy, and the kind of AI education that actually changes how people work — not just how they talk about it.

High-Stakes Industries

You are using AI in legal, finance, healthcare, or workforce decisions where fairness matters.

Bias evaluation, accountability frameworks, LLM fairness audits, and governance design for organizations where the cost of getting it wrong is measured in people's lives and livelihoods.

Three Ways to Work Together

Not sure which service you need?
Start here.

Most engagements fall into one of three pathways. Click through to explore what each one delivers.

Pathway 01
🏛️

AI Governance and Risk

For organizations deploying LLMs, AI agents, or automated decision systems that need accountability built in, not bolted on.

INCLUDES
  • ✦Governance audits and risk mapping
  • ✦LLM bias and fairness evaluation
  • ✦Agent safety architecture
  • ✦Policy design and compliance frameworks
  • ✦Accountability documentation
Explore this pathway →
Pathway 02
🤖

AI Systems and Automation

For teams that need practical AI tools built into their workflows — not demos, not prototypes, but production systems that run.

INCLUDES
  • ✦Custom AI agents (text and voice)
  • ✦RAG pipelines and knowledge systems
  • ✦Workflow automation and reporting
  • ✦Web applications with agent integration
  • ✦Financial, trading, and analytics agents
Explore this pathway →
Pathway 03
🎓

Research, Training and Enablement

For leaders and teams who need to understand AI, adopt it confidently, and shape how it is used in their organization.

INCLUDES
  • ✦Executive workshops and team training
  • ✦Custom prompt library design
  • ✦AI adoption strategy and roadmapping
  • ✦White papers and policy briefs
  • ✦LLM evaluation frameworks
Explore this pathway →
Selected Work

Systems that are running
right now.

Real deployments across real industries. Every system below is built, shipped, and delivering results for the organizations using it.

☕

AI Financial Intelligence Agent

Built a fully automated P&L, revenue, and tax tracking agent that transformed how a business owner makes decisions. The agent answers questions like "Which customers used to visit multiple times a week and now come once or less — and what changed in the 30 days before that shift?" Enabled data-driven decisions about hours, inventory, staffing, and targeted re-engagement campaigns.

Agentic AIFinancial IntelligenceNLPBusiness Analytics
🚛

Logistics Fleet Web App + Agent Integration

Designed and built a web application with integrated agentic capabilities for a logistics company managing a fleet of drivers. Replaced manual dispatch, compliance recordkeeping, and operational reporting with intelligent automation that scales.

Web AppAgentic IntegrationLogisticsAutomation
🏪

Franchise Operations Automation Suite

Multi-agent systems for franchise operators that automate recordkeeping, surface performance insights, identify declining markets, and recommend targeted ad campaign strategies. Deployed across multiple franchise environments.

Multi-AgentFranchise OpsAnalyticsMarketing AI
📚

Custom Prompt Libraries Across Industries

Designed and delivered custom prompt libraries for legal offices, beauty salons, logistics companies, restaurants, and c-suite executives. Each library is built to the specific workflows and objectives of the organization — not templated, not generic.

Prompt EngineeringMulti-IndustryWorkflow AI
📈

Automated Trading and Digital Asset Agents

Automated trading agents and a multi-platform digital asset cost basis tracking system that consolidates holdings across exchanges, applies tax strategy logic, and delivers data-driven insights to minimize tax burden.

Trading AgentsBlockchainTax StrategyDeFi
🦋

CHRYSALIS: Epistemic Governance Framework

Designed and built CHRYSALIS — a first-of-its-kind external governance layer for agentic AI that validates what agents believe before they act. Six modules. On-chain attestation. Real-time epistemic integrity scoring.

AI GovernanceAgentic AIBlockchainResearch
CHRYSALIS
Flagship Product · Live Demo Available

Epistemic governance
for agentic AI.

CHRYSALIS is an external governance layer that validates what AI agents believe before they act. Every belief is classified, verified, and either accepted or rejected before it can influence action.

Every operation is attested on-chain. Immutably. Permanently. Not self-governance. Governed accountability from the outside.

Explore CHRYSALIS →
MEMOIR
Classify, verify, critique, audit. Rejected beliefs cannot enter memory.
ORACLE
Analyzes audit history. Computes Belief Quality Scores. Teaches the agent to think better.
MIRROR
Monitors 6 cognitive pressure signals. Injects structured reflection before high-stakes actions.
COMPASS
Regulatory compliance reporting. Every audit trail ready for review.
SHIELD
Detects adversarial belief injection before it can compromise agent reasoning.
EIS
Epistemic Integrity Score. A single real-time signal of agent trustworthiness.
⛓️
Solana Blockchain · Immutable Records
Every governance decision attested on-chain. Permanent. Auditable. Impossible to alter after the fact.
The Full Picture

I don't just advise.
I architect, build, and ship.

The AI space is crowded with people who can talk about it. Crystal Tubbs is one of the few who can do all of it: design and engineer production AI systems, lead organizational AI transformation, teach teams how to actually use the tools, and build the governance frameworks that make those systems trustworthy.

That combination is not accidental. It comes from a 4.0 MSAI program running in parallel with an active consultancy, a BAS in Management and Organizational Leadership with a Technology focus that grounds the business and people side of every engagement, years of hands-on model training work with major AI labs, and an independent research portfolio that has identified failure modes most practitioners have not yet named.

Whether you need to build something, transform something, understand something, or govern something — this is the engagement you have been looking for.

Custom AI Agents RAG Pipelines Voice + Text AI Automated Reporting Prompt Libraries AI Governance LLM Fine-tuning AI Strategy Executive Training Blockchain x AI Trading Agents Policy Advisory

Build

End-to-end AI systems. Custom agents with text and voice capabilities. Automated pipelines. RAG architectures. Tools your team can actually maintain.

Transform

Organizational AI adoption from strategy through implementation. Workflow redesign. Change management. Making AI work inside the real constraints of your business.

Teach

Executive education, team training, and custom prompt libraries for organizations at every stage of AI maturity. Built for real understanding, not checkbox compliance.

Govern

Accountability frameworks, bias auditing, and epistemic governance architecture for organizations deploying AI at scale. Research-grade rigor, practical implementation.

Research

Independent research, white papers, policy briefs, and thought leadership that shapes how decision-makers think about AI risk, equity, and responsible deployment.

Work With Me

Ready to move mountains?

Whether you need to build something, transform something, or understand something — the conversation starts here.

Discovery

15-Min Intro Call

Complimentary
Strategy

Deep Dive Session

90 Min · Custom
Engagement

Project Retainer

Monthly · Custom
Investor

CHRYSALIS Briefing

By Request
How I Work

Accountability isn't a feature.
It's the foundation.

The organizations I work with need a partner who tells them the truth, shows them the data, and builds something they are proud to put their name on. I move between a research paper and a production deployment without losing rigor at either end.

The difference between a good AI outcome and a catastrophic one usually comes down to whether accountability was built in from the start. I help organizations make that choice deliberately.

01

Build first, advise second

I ship real systems. The credibility to advise comes from the work, not the other way around.

02

Accountability from the outside

Systems that govern themselves will govern themselves in their own interest. External accountability is what makes AI trustworthy.

03

Equity by design

Neutral systems are not neutral. Equitable outcomes are a foundational constraint, not a feature.

04

Theory that survives contact with reality

Frameworks that only hold in controlled conditions are not ready for deployment. I test against the real thing.