Scientist · Inventor · Builder
Geometric foundations
for augmented intelligence.
Michael R. Amiri/Augmenting human intelligence through geometric foundations.
Research
What if robustness, generalization, and interpretability are governed by the same geometric property?
My research investigates how the spectral properties of neural network weight matrices govern trustworthiness across deployment contexts. The central question: if we constrain the geometry of learned representations, can we simultaneously resolve robustness failures, generalization failures, and opacity as manifestations of the same underlying pathology?
Forthcoming publication, 2026. Patent filed.
The Thesis
The future of healthcare is augmentation.
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.
So we ask: what if the system carried the burden? What if intelligence could shield the clinician from administrative noise, amplify diagnostic power, and still leave every decision exactly where it belongs?
That is what I build. Intelligence that serves the physician. Systems that absorb the weight, surface the insight, and defer to human authority. The clinician commands. The system defends.
Sovereign Privacy
Patient data stays in the physician's domain. Cryptographic isolation enforces privacy through physics, through mathematics, through architecture. Data enters a sealed enclave. The clinician's judgment is augmented in real time. Then the data is incinerated. The physician holds the keys. The physician controls the boundary. Always.
Augmented Cognition
Documentation drafts itself for your review. Codes surface as suggestions you accept, reject, or refine. Context-aware reminders appear when something is missed: gentle, adjustable, yours to override. Every insight is offered. Every decision is yours. The physician always has the final word.
Human Authority
Every output is a recommendation. Every action requires explicit physician approval. Nothing writes back to the EHR without your command. The system amplifies your expertise. It protects your time. It defers to your judgment. You trained for this. You earned this. You remain the decision-maker.
The Journey
Education & Experience
M.S. Computer Science
Georgia Institute of Technology
Specialization: AI & Computing Systems
2025 – Present
Bachelor's Degree, Computer Science & Data Science
The Courant Institute
School of Mathematics, Computing, and Data Science
2023 – 2025
Selected Work
Featured Projects
Computational Cognitive Modeling of Human Emotion
RoBERTa-large fine-tuning on GoEmotions (27 labels) with multi-GPU training and layerwise representation analysis
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
Fairness Audit of Jigsaw Toxicity Classifier
BERT/LSTM/GPT-2 models with subgroup AUCs, demographic/error parity, SHAP explainability, and custom SHarP fairness metric
The War, the Eighty-Five Years, and the Decision
What happened, what produced it, and who decided it.
Podcast
AMIRI AXIOM
Conversations at the edge of AI, healthcare, and systems thinking. Grounded in first principles.
Community
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