Selected Work

Case studies

A selection of systems we've designed and shipped — applied AI, real-time 3D, and production engineering. Client details are anonymized; the work is real.

01

Construction / AEC · 2024

Real-time scaffolding design with WebGPU

An interactive browser tool to design scaffolding over BIM models and auto-generate a bill of materials — rendering thousands of instanced elements in real time with WebGPU.

WebGPUThree.jsifc.jsWebAssemblyTypeScript
02

Advanced Manufacturing · 2023

Rendering factory layouts at scale with Deck.gl

Turning Revit-derived factory metadata into fast, interactive GeoJSON visualizations — letting a material-flow team explore and optimize large-scale layouts in real time.

Deck.glWebGLPythonGeoPandasReact
03

Advanced Manufacturing · 2023

BIM metadata extraction at factory scale

A self-sustaining .NET service that extracts and structures spatial metadata from massive Revit models, cutting manual processing from hours to minutes and powering downstream factory-design tools.

12h → minManual processing
.NETRevit APIHangfireAWS S3Revit Batch Processor
04

Electronics · 2023

Semantic search for electronics maintenance

A retrieval system over datasheets and schematics that lets technicians find PCBA maintenance information by meaning rather than keywords — prototyped and deployed in three days.

3 daysPrototype to deploy
LLMsEmbeddingsVector databasePython
05

Financial Services · 2022–2023

Core banking infrastructure, reimagined

A modern core-banking architecture combining a high-performance transaction engine, a knowledge-graph data model, and AI-driven insights — designed for speed, consistency, and fraud resilience.

−40%Fraud incidents
TigerBeetleNeo4jAI/MLCloud
06

CAD / Robotics · 2024

Constraint-aware CAD editing with a multi-agent LLM

A system that lets engineers edit CAD drawings in natural language while preserving geometric constraints — driven by a multi-agent LLM and a 17-detector constraint engine, with a live force-graph view of the sketch's relationships.

PythonLocal LLMs (Ollama)ReactD3.jsSketchGraphs
07

Fintech / Research · 2024

An institutional-grade investment research terminal

A research terminal that unifies seven financial data sources, detects insider-trading clusters, and produces conviction scores — exposed to an AI agent through a tool layer so research can be driven conversationally.

PythonClaude Agent SDKTextualPlotlyMCP

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