Scientist · Inventor · Builder
Geometric foundations
for augmented intelligence.
Michael R. Amiri/Researching reliable AI and building tools for clearer human control.
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?
Under peer review, 2026.
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. Privacy is enforced through physics, through mathematics, through architecture. Data is processed in isolation, the clinician's judgment is augmented in real time, and nothing is retained. 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 Ventures
Where the work takes shape.
A research-and-development company and a private practice, each with its own front door.
Research & Products
PhysOpsAI
Verification and assurance for AI in the physical world.
Research on reliable AI and the tools used to observe and control it. Its first instrument, SystemPulse, is a Mac task manager and agent workspace in development, with sessions, scoped access and local run records.
Private Practice
AMIRI XI
Private intelligence, installed and operated.
A private AI practice focused on workflow audits, implementation and ongoing operation. The Echosystem brings capture, recall, documents and planning into the work, with each engagement scoped around the client’s requirements.
The Journey
Education & Experience
M.S. Computer Science
Georgia Institute of Technology
Specialization: AI, Computational Perception & Robotics
2025 – Present
Bachelor's Degree, Computer Science & Data Science
NYU Courant
School of Mathematics, Computing, and Data Science
2023 – 2025
Podcast
AMIRI AXIOM
Conversations at the edge of AI, healthcare, and systems thinking. Grounded in first principles.
Community
United Teams
Learn deeply. Build together.
A developing community for practical learning, thoughtful collaboration and work people can inspect. Projects, conversations and learning paths grow around demonstrated understanding and useful contributions.
Learn more at UnitedTeams.ai →Channels of Communication
Select the appropriate frequency. Whether for high-level consulting, professional networking, or intellectual exchange.
Ways to Work Together
Expected Response Time: 24-48 Hours