Manufacturing Automation
Automate the repetitive work. Keep the engineering judgement.
I use software and sensing to remove repeatable engineering effort from physical manufacturing and validation workflows, while keeping the underlying process and evidence under engineering control.
Python
Hardware validation automation
Reduced repetitive hardware test cycles by 50%.
SensingIMU-based manufacturing fixture
Turned physical misalignment into measurable data and cut cycle time by 90%.
AI / LLMEngineering documentation automation
Built a computer-vision/LLM solution with an estimated $120k/year opportunity.
SimulationDigital workflow validation
Used DELMIA to identify assembly issues before physical execution.
Principle
Software is the intervention, not the identity.
The problem remains a manufacturing problem. Python, sensing, simulation or AI are selected only when they make the physical process faster, more repeatable or easier to validate.