Present
- Principal Developer at Monks
Hello! This is Jeff,
a Software and Product Developer building for the AI era.
Focused on solving problems and improving creative workflows, I have developed and deployed many production-scale applications.
Toronto, ON
Previous
Project Aria
Shipped global web platform work for Meta's research and developer-facing product surfaces.
MirrorMe3D
Designed a WebGL 3D analysis platform for pre-operative facial scans and clinical workflows.
ARCPX
Modular agentic platform for composing AI workflows with a DAG engine and persistent memory.
Monksflow
Led agent tooling and context-engineering systems to improve observability and creative pipelines.
Articles.
We don't always need an AI Agent
The agent problem nobody talks about — why serious workflows benefit from decomposing monolithic agents into small, inspectable DAG steps you can version, audit, and re-run independently.
Modular Solution for Typeahead Feature
A decoupled typeahead engine built on ternary search trees — O(log n) prefix search without HTTP round-trips, packaged as an npm module developers can run on the front-end or behind a cached service.
Projects.
ARCPX
ARCPX is a modular agentic platform where users compose agents to fit their workflow — an asynchronous DAG engine, configurable nodes, and a persistent memory layer. As founding engineer, I own the full lifecycle from technical discovery and system design through production deployment on cloud infrastructure.
GraphRAG knowledge systems
Built enterprise agentic applications on AWS with a hybrid retrieval stack — vector search paired with a custom knowledge graph over unstructured data. The architecture improved response accuracy by 20% over vector-only baselines and gave the system a real-time, context-aware knowledge layer suitable for production workloads.
WhatsApp.com
Re-engineered Meta's content management infrastructure, spearheading the migration of complex localized datasets from legacy systems. This architectural overhaul established a scalable foundation for global platform development and multi-region deployment across WhatsApp.com and related properties.
Humanoid Robot
Spearheaded technical development for a humanoid robot featured on stage at AWS re:Invent 2023 — integrating real-time perception, orchestration, and on-device inference into a live demo environment built for a global audience.
Education.
- Computer Science
- TMU, Toronto · 2018
- UI Design
- BrainStation · 2017
- Media Communications
- Humber College · 2014
- Sound Engineering
- RAC · 2011