Why spikes beat scans
PRINCIPLE 01
Report change, not state
Event-driven sensors emit only on change. A quiet plant costs almost nothing to watch; a plant doing something interesting gets full attention immediately.
μs
Detection latency
PRINCIPLE 02
Learn the signature
Spiking networks classify the temporal pattern of an event — the shape of a pump cavitating, not just the fact that vibration crossed a number.
mW
Node power
PRINCIPLE 03
Stay on the device
Classification happens where the sensor is. No cloud round-trip, no bandwidth bill, no dependency on a network that may not exist.
EDGE
On-device
μs
Detection latency
mW
Power envelope
EDGE
On-device
R&D
Vision stage
Catch it early.
This is a research direction, not a shipping product. We are stating where we are going.
CONTACT TIMOTHY → Back to Neuromorphic Compute →