Work

Projects, research, and the problems I keep returning to.

I work across open-source systems, private research workspaces, and early scientific concepts. The common thread is turning a difficult question into something that can be specified, tested, or made legible to the people who need to assess it.

Projects here range from prototypes and research writing to software, tools, and early ideas for reimagining existing systems. My main field is healthcare, but I also enjoy technical problems involving cars, air pollution, astronomy, life sciences, and anything that rewards a new way of thinking.

Projects

Open source / alpha

AI Routing Gateway

AI Routing Gateway is intended to send each query to the model or specialist workflow most likely to return a reliable answer, while keeping the routing decision explainable and testable across multiple LLMs.

Repository
Open source / foundation

AI Firewall

AI Firewall is intended to inspect outbound data before a cloud AI call and allow, redact, or block sensitive information, giving regulated teams a visible privacy control for each request.

Repository
Open source / research prototype

SystemBench

SystemBench is intended to evaluate an AI system across routing, tool correctness, provenance, safety, latency, operability, and task success so teams can see where the complete workflow breaks.

Repository
Open source / research prototype

Smart Glasses Clinical Platform

Smart Glasses Clinical Platform is intended to simulate clinical smart-glasses workflows and test capture, connection, voice, device contracts, and workflow states before a real deployment.

Repository
Open source / early release

Clinical LiDAR Framework

Clinical LiDAR Framework is intended to create calibrated three-dimensional wound-surface measurements with quality gates that can be compared across visits instead of relying only on similar-looking images.

Repository
Public repository / research framework

Reflection AI

Reflection AI is intended to provide consent-aware AI memory with provenance, inspection, deletion, rollback, and gated learning so people can control what personalization carries forward.

Repository
Open source / experimental

Web of Thoughts

Web of Thoughts is intended to represent reasoning as typed, inspectable relations with peer review and evaluation records instead of hiding the entire path inside one answer.

Repository
Private research workspace

Periodic Table Research

Periodic Table Research is intended to test alternative layouts for representing relationships among elements while preserving standard names, symbols, and atomic numbers.

Closed source / private

Master LLM

Master LLM is intended to coordinate model routing, collaboration, evaluation, privacy controls, and product infrastructure for AI systems designed for regulated fields. The implementation is private.

Closed source / synthetic prototype

Clinical Feedback System

Clinical Feedback System is intended to collect and reward honest patient feedback, route themes to the right service owner, and support patient engagement and retention without absorbing clinical escalation. The prototype uses synthetic scenarios.

Private research workspace

BioVOC

BioVOC is intended to investigate whether biological volatile organic compounds found in breath can signal cancer-related activity in the body, using a non-invasive breath sample and a traceable validation pathway.

Private research workspace

Telomere Research

Telomere Research is intended to study healthy aging by combining telomere biology with metabolic, inflammatory, genomic, and functional measures collected over time.

Open source / research prototype

Disfigurement Index

Disfigurement Index is intended to support structured, calibrated, longitudinal documentation of appearance and disfigurement without reducing a person’s experience to a single score.

Repository

Selected Clinical research

These clinical research questions show the kinds of problems I want to carry from patient experience to evidence, and eventually toward a useful system.

  1. 01

    Robotic-Assisted and Artificial Intelligence-Enabled Systems in Interventional Radiology: A Structured Narrative Review

  2. 02

    Comparative effectiveness of chemical tissue adhesives versus conventional sutures for surgical skin closure in high-risk patients with impaired wound healing: systematic review and narrative synthesis

  3. 03

    Patient-Reported Communication, Consent and Discharge Gaps in General Surgery: A Cross-Sectional Perioperative Experience Study from India

  4. 04

    Aquagenic pruritus unmasking polycythaemia vera with coexisting JAK2 V617F and BCR::ABL1 driver mutations

  5. 05

    Kikuchi-Fujimoto-Like Lymphadenitis as an Initial Presentation of Systemic Lupus Erythematosus: A Diagnostic Pitfall in a Young Male

  6. 06

    Psychological Distress and Health-Related Quality of Life Among Cancer Patients Receiving Radiotherapy With or Without Concurrent Chemotherapy: A Cross-Sectional Study

  7. 07

    Predictors of Arteriovenous Fistula Maturation in Patients with Chronic Kidney Disease on Hemodialysis: A Systematic Review

From question to evidence

The through-line is a difficult question moving from clinical context to study design, prototype, or system evaluation. Publication can be one step in that path, helping the work travel toward the people who need the solution.