20 years of precision

Financial
Architect

Operations Accounting  ·  Project Controls
Certified Transaction Integrity
Construction  ·  Manufacturing  ·  Retail
AP/AR AUTOMATION· CERTIFIED LEDGER· CASH FLOW DESIGN· AIA BILLING· LIEN RELEASE· COST TO COMPLETE· PROCUREMENT CONTROLS· AP/AR AUTOMATION· CERTIFIED LEDGER· CASH FLOW DESIGN· AIA BILLING· LIEN RELEASE· COST TO COMPLETE· PROCUREMENT CONTROLS·
def certify_record(
  ledger, hash,
  co_lock=True
):
model = RandomForest()
model.fit(X_train, y)
pred = model.predict(X_test)
nlp = spacy.load(
  "en_core_web_lg"
)
doc = nlp(invoice_text)
Applied intelligence

AI
Builder

Machine Learning  ·  NLP  ·  Computer Vision
Autonomous Agents  ·  Python  ·  Java
BS Applied AI  ·  Miami Dade College
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Who I am

I am a bridge between technology
and the parts of human life
the industry has never
bothered to design for.

I am a Financial Operations Architect with 20 years of experience inside the systems that technology keeps trying to fix — construction finance, healthcare workflows, insurance restoration, retail procurement, supply chain controls. I am an applied AI student, a fintech founder, a healer, and an indigenous Latin woman from South Florida who builds at three levels simultaneously: financial systems that protect what people earn, health tools that read what their bodies are saying, and technology for the communities the industry has never prioritized.

Fintech Founder
Applied AI Student
Operations Accountant
Scrum Practitioner
Healer
Human Systems Architect
Indigenous Latin Woman Builder

Selected Work

06 Projects
01
Healthcare AI
Diabetes Readmission Predictor
10 years of clinical data from 130 US hospitals. Built ML pipeline to predict early patient readmission within 30 days — improving diabetes care and reducing unnecessary hospitalizations.
PythonTensorFlowLSTMRandom ForestSMOTEPCA
View on GitHub →
02
Financial Integrity
Insurance Fraud Detection
Vehicle insurance fraud classifier using Gaussian Naive Bayes and PCA on 33 features. Detects staged accidents, phantom passengers, and inflated claims before they process.
PythonNaive BayesPCASVMscikit-learn
View on GitHub →
03
Financial AI
SEC Financial Analysis Bot
Python automation tool transforming SEC 10-K filings into actionable investment insights via natural language queries. Revenue analysis, growth trends, and risk assessment for Microsoft, Apple, and Tesla.
PythonNLPSEC APIRAGLLM
View on GitHub →
04
Health Technology
CuraData — AI Health Coach
AI assistant that reads lab results using OCR and NLP, delivering personalized health guidance beyond standard medical reference ranges. Built for the patient who deserves more than a number.
PythonOCRspaCyNLPGoogle Cloud
View on GitHub →
05
Computer Vision
Doggy Door Recognition
Personalized dog recognition using transfer learning from VGG16. Trained an accurate classifier on only 30 images — demonstrating small dataset optimization and convolutional neural network fine-tuning.
PyTorchVGG16Transfer LearningNVIDIA DLI
View on GitHub →
06
Retail AI
Refill Bus Smart POS
AI-powered point of sale prototype for a mobile sustainability store. Computer vision checkout, real-time inventory tracking, and Firebase backend. Designed for the circular economy.
ReactFirebaseComputer VisionNode.js
View on GitHub →

Latest Writing

Mindful Dollar
2026  ·  Operations + AI
Marketing Belongs in the Sprint
Technical founders lose themselves in the build. Marketing was never in the sprint to begin with — so the product gets built in a language no buyer speaks. Here is what to do about it.
Read on Mindful Dollar →
2026  ·  Fraud + Public Systems
AI is Being Deployed to Detect Fraud. That Is the Right Problem. The Wrong Architect.
The Netherlands built an algorithm to catch welfare fraud. It pushed tens of thousands of families into poverty instead. The fraud it was hunting was real. The people it destroyed were real too.
Read on Mindful Dollar →
2026  ·  Tech + Enterprise
Technology Companies Build Products. Enterprise Companies Sell Relationships.
Most do not know which one they are. After 20 years inside operations accounting, I have watched both sides lose deals they should have won. The gap is not the product. The gap is the language.
Read on Mindful Dollar →
2026  ·  Human Systems
The Buildings Are Becoming Computers. The Soul Still Has No Access Point.
I build at three levels simultaneously — financial systems that protect what people earn, health tools that read what their bodies are saying, and technology for spiritual access because healing deserves a seat in the digital world.
Read on Mindful Dollar →
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