Insights
Engineering knowledge for teams building difficult products.
Open articles and technical briefs from Axon Labs engineering and research — written from active programs, not content calendars.
Edge AI Product Development: Architecture, Silicon & Deployment
Where intelligence should live, which silicon class fits the workload, and how models survive contact with production hardware.
Hardware Product Development: The Complete 2026 Guide
What it costs, how long it takes, and where programs actually die—from concept to production.
Wearable Health Device Development: Feasibility to Certification
Classification, BOM, antennas, batteries and false positives — the engineering decisions that decide whether a health wearable ships.
Building a Hardware POC That Can Reach Production
How to structure early development so evidence—not optimism—drives the next investment decision.
Secure by Design for Connected Hardware
A practical framework for treating security as a product architecture concern.
AI Cybersecurity at the Hardware Layer
Where intelligent detection can change the security model for connected systems.
From Prototype to Manufacturing
The engineering decisions that separate a convincing demonstration from a transferable product.
Need depth on a topic your team is debating?
Talk to engineering about architecture, security, edge AI, or the path from POC to manufacturing.