Test Automation • Embedded/Firmware/HIL • Agentic AI/Computer Vision
Aerospace → AI-augmented validation systems
- Agentic AI: Multi-agent accessibility testing (NARWALL, Color-UX-Access) — Selenium, Playwright, VLM simulation
- HIL/Firmware: Satellite hardware validation — threaded CAN payload testing, FPGA/Linux verification in Jenkins HIL
- Test Automation: Continuous testing harnesses — LabVIEW E2E + SQL (IPG Photonics); Python/Bash Jenkins CI/CD
Continuous Test Harness ████████████████████ 24/7 Python-driven LabVIEW app E2E + SQL (IPG Photonics)
Jenkins HIL Pipeline ████████████████ CAN/FPGA validation for satellite boards (MDA Space)
Agentic Accessibility ██████████████ autonomous web journeys + VLM simulation (NARWALL)
Quality Trend ████████████████████ 50%→93% customer satisfaction (Triumph)
| Test Automation & Quality | Embedded / Firmware / HIL | Agentic AI / CV / ML |
|---|---|---|
pytest Selenium Jenkins GitLab CI GitHub Actions TestRail |
C/C++ Embedded Linux CAN UART HIL/SIL FPGA NI DAQ |
LangChain Ollama OpenCV RAG Multi-Agent Transfer Learning Quantization PyTorch (academic) |
| Project | Track | Outcome |
|---|---|---|
| NARWALL (private) | Agentic AI + Test | LLM agents autonomously explore web apps, surface accessibility issues; CLI/API for CI/CD; deterministic guardrails |
| Color-UX-Access | AI + Accessibility | Colorblind testing via VLM simulation (protanopia/deuteranopia); 2×2 CVD grid; Modal/HF Spaces; GitHub Actions CI |
| SpiritVision | CV + Embedded | Deep-learning inspection (PyTorch, OpenCV, transfer learning); model compression/quantization for industrial deployment |
| DollyExpertBuilder | Agentic AI + RAG | 2023 Databricks hackathon; tiny LLM + RAG via LangChain (pre-RAG term); HuggingFace Spaces; code Q&A expert |
| DocVerifyRAG | AI + Docs | GenAI anomaly detection in building docs; LangChain + Vectara + Together.ai; Streamlit app |
- OpenMined: Wrote SMPC lessons (Additive Secret Sharing, Beaver Triplets) — Foundations of Private Computation
- Teaching: Tecmilenio (2 master's-level AI courses); Master's AI (IBM Cloud, NumPy, SciPy, Python)
- Certifications: Six Sigma Green Belt (Honeywell), Root Cause Analysis SME (Honeywell), IBM Applied AI, Quality Engineering (CETYS)
- Publications: Medical image processing (Western University MSc thesis) — ScienceDirect





