I’m a software engineer at UBS, bringing an engineering foundation into product management. I build with users in mind, from deciding what matters to making it work.

More about me

Leeon Israel

Selected projects

From choosing the problem to building the solution. Products and experiments I’ve taken on myself.

Mobile product / In development

Kavanah

A Jewish prayer companion I’m building for the moments between everything else.

Offline prayer, on-device prayer times, and a private daily practice. Designed and built from the first screen to the underlying services.

Kavanah · Select a screen to explore
Mobile product / Prototype in progress

ONHAND

From “something broke” to finding the right help.

A guided repair experience, from describing the problem to choosing a specialist. Built around both sides of the job: the person who needs help and the person who provides it.

ONHAND · Select a screen to explore
Mobile product / SEO Tech Developers 2024

Signify

Bringing hand gestures into a voice interface.

Translation, conversation, and a phrasebook in one mobile experience. Exploring how hand gestures and speech can make everyday communication easier.

Signify · Select a screen to explore

The project index.

Current builds, older experiments, and the lessons that stayed.

GitHub
14 projects

Along the way.

Startups, research labs, and a few much bigger teams.
Learning how to build, what to prioritize, and who it’s for.

One-page resume

Bringing applied AI from client needs to enterprise workflows.

Selected contributions

  • Translate client needs into roadmap proposals and feature redesigns for wealth management AI products, contributing across three teams in applied AI, data, and enterprise tooling.
  • Process and optimize financial data with Databricks, Denodo, Java, and Azure for AI products and employee tools.
  • Develop a Python agent harness to orchestrate model calls, tools, and context for coding agents, data discovery, and enterprise workflows.
PythonDatabricksDenodoAzureProduct strategy

Publications

Research in knowledge-guided AI and agent coordination, from my time at the USC AI Institute.

AAMAS 2026Demonstration Track

KiMO: Knowledge-infused Multi-agent Orchestrator

Co-author

A knowledge-guided approach to planning tasks and coordinating different kinds of AI agents. KiMO turns domain knowledge into workflows that experts can inspect and refine, demonstrated through a manufacturing use case.

An engineer’s perspective.
A product mindset.

I’m a software engineer and a University of South Carolina graduate. I started in a production codebase at Empowered Buildings, spent three years at the USC AI Institute, and helped build Qatalyst Health as a founding engineer.

Today I’m at UBS in New York, and I’m working toward a move into product management. I want to bring the judgment I’ve developed as an engineer to understanding users, choosing priorities, and shaping what a team builds.

At Qatalyst, conversations with nurses and care coordinators helped shape the features I built. That connection between a user’s workflow and a technical decision is the part of the work I want to do more of.

Outside work, that curiosity turns into projects: a prayer companion, a playlist tool, a student-housing agent, and whatever I can’t stop thinking about next.

See what I’m working on

Product & discovery

User workflows, requirements, roadmap planning, prioritization, prototyping, demos, and Agile/Scrum. Connecting product decisions to technical tradeoffs, informed by work with clinical staff and business stakeholders.

AI & machine learning

LLMs, RAG pipelines, CNNs, sentiment agents, XGBoost, and AI evaluation. Research in knowledge graphs, Q&A systems, and deception detection; production work in healthcare, finance, and agriculture.

Full-stack engineering

React, React Native, Django, Node.js, Flask, Java, JavaScript, TypeScript, and SQL. Interfaces, services, and everything between.

Data & cloud

AWS, Azure, MongoDB, DynamoDB, OpenSearch, Databricks, and Denodo. Building and maintaining the data behind the product.

Backend & APIs

REST APIs, MCP servers, LangChain agents, Python microservices, and autonomous agent orchestration.

Developer tooling

GitHub Actions, Kubernetes, Nginx, Selenium, CI/CD, and automation that gives the team time back.

B.S. Computer Science

Minor in Business Information Management

4.0 major GPA · Dean’s List ×7 · First-Generation Scholar