Field notes from the team building this.
Perception, automation, and resilience — as we're actually building it, not a highlight reel.
Inside a Multi-Modal Perception Stack: What the Sensors Actually See
What RGB, thermal, and vibration sensors actually capture on their own, before any fusion happens — and why the value only shows up once you read them together.
July 21, 2026Edge Perception: Why We Don't Send Sensor Data to the Cloud
Streaming raw sensor data to the cloud for inference is the easy architecture — but for a safety response, a network round trip isn't a response time, it's a liability.
July 20, 2026Sensor Fusion on the Factory Floor: RGB, Thermal, and Vibration Together
RGB, thermal, and vibration data mean very different things read separately versus read together — and reading them together at the edge is what turns a developing fault into a maintenance ticket instead of downtime.
July 20, 2026
Why Confidence Scores Aren't Enough for Safety-Critical Perception
A single confidence score can't distinguish a model that has truly seen a scenario before from one that's extrapolating — and on a factory floor, that gap is where incidents happen.
July 20, 2026