Engineering the
Silicon Citadel.

Restoring Sovereignty to the Clinical Mind.Building Invisible Intelligence. Enforcing Absolute Privacy. Liberating Physicians from the Technical Burden.

Modern First Principles Podcast

Conversations with innovators who reshape their fields through deliberate, first-principles thinking across technology, society, entrepreneurship, academia, philosophy, and creativity.

Credentials
10+ ML/DL systems
Research & Projects
From CNNs to multimodal RAG in healthcare
CS & DS @ NYU + GT
Academic Foundation
Dual Bachelor's degrees (CS & DS), M.S. CS @ GT (ML primary, Computing Systems emphasis)
HIPAA-aware MLOps
Production Experience
Shipped on AWS with EHR integrations

The Sovereign Thesis

The future of healthcare isn't "smarter" software.
It is Invisible Intelligence.

We have turned our healers into data entry clerks. The cognitive load of technical compliance has stolen the physician's attention from the patient. This is a failure of system design.

To build a better future, we must remove this burden. But we cannot ask doctors to trust "the cloud" with their patients' deepest secrets. Trust is a vulnerability.

I build Cryptographic Citadels—fortresses defined by physics, not promises. By isolating intelligence within impenetrable walls, we create a Digital Sanctuary where the machine handles the technical, so the human can handle the decisions.

Absolute Privacy

The Citadel

We reject 'Privacy by Design' policies. We enforce privacy via physics using cryptographic isolation. Data enters a sealed enclave, is processed in complete isolation, and is incinerated upon completion. No traces. No trust required.

Cognitive Liberation

The Invisible Scribe

We eliminate the documentation burden. Notes write themselves. Pre-charting happens before you arrive. Codes suggest themselves from context. Critical reminders surface when something is missed—gentle, adjustable, and easily silenced. When you need to think through a complex case, a reasoning partner is always ready.

Effortless Mastery

Revolutionary, Yet Familiar

The most advanced technology is invisible. We build with obsessive care so the learning curve vanishes. You don't study - you just use. The interface meets you where you are, and grows with you as you demand more.

Portfolio

Featured Projects

A selection of recent work spanning AI research, data science, and innovative applications at the intersection of technology and human potential.

CodeFeatured

Computational Cognitive Modeling of Human Emotion

RoBERTa-large fine-tuning on GoEmotions (27 labels) with multi-GPU training and layerwise representation analysis

Fine-grained sentiment/emotion classification on GoEmotions dataset using RoBERTa-large

Multi-label emotion classificationLayerwise analysist-SNE visualization
PythonPyTorchTransformersRoBERTa
CodeFeatured

Inductive-Bias Study: CNN vs FCNN on MNIST (2-D Latent Evolution)

Equal-capacity CNN vs FCNN constrained to 2-D latent with embedding evolution videos showing CNN inductive bias

Didactic study comparing CNN vs FCNN architectures on MNIST with equal capacity (~19k parameters)

CNN: 97.7% test acc, Macro-F1 0.977, AUROC 0.999, MCC 0.977FCNN: 94.0% test acc, Macro-F1 0.945, AUROC 0.994, MCC 0.939
PythonPyTorch ≥2.0JupyterMatplotlib
CodeFeatured

Fairness Audit of Jigsaw Toxicity Classifier

BERT/LSTM/GPT-2 models with subgroup AUCs, demographic/error parity, SHAP explainability, and custom SHarP fairness metric

Full pipeline to train toxicity classifiers (BERT/LSTM/GPT-2 variants) on Civil Comments

Subgroup AUC analysisDemographic parityError paritySHAP explainability
PythonPyTorchTransformersSHAP

Code-Based Projects

Technical implementations spanning machine learning, data science, and AI research with real-world applications.

View All Code Projects

Vision Pieces

Thought leadership articles and philosophical explorations on the future of AI, human potential, and first principles thinking.

View All Vision Pieces
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