Case Studies

A few projects across biotech, particle physics, and AI.

Hardware–software integration

  • Full-stack control software for two product lines
  • Python/FastAPI backend driving the hardware
  • Real-time image processing on NVIDIA Jetson Orin

Result & Impact

The MACS® Matchmaker
10× faster analysis
5× sensor sensitivity
10+ customer sites
  • Python
  • FastAPI
  • NVIDIA Jetson
  • Hardware Control
Biosensor instrument — The MACS MatchmakerInside the instrument — control PCB and Jetson edge computeOn-device image analysis output

Biosensor instrument — The MACS MatchmakerInside the instrument — control PCB and Jetson edge computeOn-device image analysis output

Hardware–software integration

Full-stack control and real-time analysis for a biosensor instrument, from prototype to product.

  • Python
  • FastAPI
  • NVIDIA Jetson
  • Hardware Control

Frontend showcase

  • React/TypeScript operator UI for instrument control
  • Live data visualisation over WebSockets
  • Shipped to 10+ customer sites

Result & Impact

real-time instrument UI
live data visualisation
10+ customer sites
  • React
  • TypeScript
  • WebSockets
  • Data Viz

Real-time data binding in the operator UIInstrument system control panel

Frontend showcase

A React/TypeScript operator UI driving live instrument control and data over WebSockets.

  • React
  • TypeScript
  • WebSockets
  • Data Viz

AI agent architecture

  • RAG agents over domain data, built with LangChain
  • Grounded retrieval that cuts hallucinations
  • Faster time to first token

Result & Impact

RAG grounded answers
↓ hallucinations
faster time to first token
  • Python
  • LangChain
  • RAG
  • DuckDB
  • Azure
System architecture — LangChain over local model + retrieval

Clinical assistant demo — grounded, streaming answersSystem architecture — LangChain over local model + retrieval

AI agent architecture

A RAG-grounded clinical assistant — LangChain wrapping a local model and retrieval layer.

  • Python
  • LangChain
  • RAG
  • DuckDB
  • Azure
LHCb detector at CERNFirst-observation announcementPublished in Physical Review Letters

LHCb detector at CERNFirst-observation announcementPublished in Physical Review Letters

Data pipelines & ML

Signal extraction over ~1B-event CERN datasets — first charm-meson mass-difference observation.

  • Python
  • ML Pipeline
  • Data Analysis
  • Grid Computing
  • Data Pipelines

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