Projects

AI systems, built to demonstrate a capability.

Each project is an AI agent that shows a reusable product capability — financial reasoning, forecasting, discovery, governance. A card gets a screenshot and a link only once it’s real.

AI agents

The portfolio
Currently building
2026

Investment Underwriting Agent

An agent that underwrites an investment end to end — pulling multiple data sources, reasoning across them, and returning an explainable recommendation with its supporting numbers and risks. First example implementation: residential real estate, where it scores a listing and shows the why.

Financial analysisMulti-source reasoningExplainable recommendationsWorkflow automation
On the roadmap
Planned

Dynamic Pricing Agent

Optimizes prices against forecast demand and business constraints, and explains each recommendation so a human can trust and override it.

OptimisationForecastingAI-assisted decision making
On the roadmap
Planned

AI Product Discovery Assistant

Automates discovery research — synthesizes scattered customer signal into ranked, evidence-backed product opportunities.

Research automationCustomer insight synthesisOpportunity identification
On the roadmap
Planned

Product Operations Copilot

Runs the repetitive product-ops workflows and keeps team knowledge searchable and current, so the team spends its time on judgment, not upkeep.

Workflow automationKnowledge managementProduct operations
On the roadmap
Planned

AI Governance Dashboard

Monitors AI systems for risk and turns the signals into executive-ready governance reporting — the responsible-AI layer that lets enterprises ship with confidence.

Responsible AIGovernanceExecutive reportingRisk monitoring

Selected past work

Shipped systems
Tripura Breath — brand hero with a triangular logo over neon breathing waveforms
Co-founder · Product & Tech Lead2019–22

Tripura Breath

An AI-guided coaching app that pairs a large library of techniques with adaptive, personalized sessions and an immersive 3D avatar. I was the first engineer hired, then built the team — and learned C# and Unity to code the first avatar animation myself. Owned architecture, biofeedback, security, and privacy.

Unity · C#iOS + AndroidAdaptive sessionsBiofeedback
Carebook platform architecture — patient engagement interface over a data-aggregation framework
Director of Platform2016–17

Carebook

A digital-health platform (later public, TSXV: CRBK). I led the data and ML work: designed a systematic literature-search process to collect health-risk factors and built a relative-risk model to predict disease risk — the Health Risk Assessment that became the company's core IP — plus an ROI calculator for insurers.

Relative-risk modelData platformPredictive modelling