Field Experience & Case Studies
Selected engineering accomplishments and field experience across laboratory automation, financial data pipelines, biosignal AI, and distributed web extraction.
Domain Track Record & Architectural Case Studies
The following case studies highlight the specialized field experience and technical accomplishments of our principal engineering team. Rather than generic corporate claims, this track record demonstrates proven capability in architecting complex, production-critical systems across demanding environments.
Explore our engineering case studies below:
Integrated precision diagnostic hardware (liquid handlers, sequencers) with cloud orchestration services via Temporal.io, WebSockets, and Redis, enabling reliable, uninterrupted multi-hour assay execution.
FastAPI
Temporal.io
Hardware Protocols
Redis
Docker
GCP
Neo4j
Engineered multi-tier caching architectures and vectorized data workflows for global macroeconomic reporting, slashing report generation runtime from over 1 hour to under 60 seconds (>98% latency reduction).
Python
PostgreSQL
Redis Caching
Data Pipelines
LaTeX/PDF Automation
Architected resilient scraping clusters harvesting tens of millions of records with anti-bot bypass, proxy orchestration, and LLM-assisted self-healing selector synthesis.
Playwright
Scrapy
DuckDB
LLM Automation
Proxy Rotation
Parquet
Developed neural network architectures and autonomous transfer learning for EEG/EMG biosignal classification and assistive robotics, backed by peer-reviewed publications and edge SBC deployments.
PyTorch
TensorFlow Lite
Signal Processing
Edge SBCs
OpenCV
Scikit-Learn