Insights
Field notes on acoustic intelligence.
Research, engineering deep-dives, and perspectives on teaching machines to hear what others can’t.
Platform
Inside the model: classifying a million sounds a day
A look under the hood at the architecture, training data, and confidence thresholds powering Aures classifications at scale.
8 min read
Platform
From spectrogram to signal: building a generalizable acoustic engine
The same representation that separates a healthy bearing from a failing one can separate a healthy lung from a compromised one. Here is the architecture.
8 min read
Research
The physics of faint signals in noisy environments
Separating a whisper of structure-borne sound from ambient noise is hard. Here is the signal processing that makes it possible.
7 min read
Perspective
Why the next sensor revolution is acoustic
Cameras see surfaces and probes touch points. Sound travels through matter — and that changes what we can sense.
4 min read
Healthcare
From wheeze to waveform: respiratory screening at scale
Acoustic respiratory screening could reach places spirometry never will. We explore the model, the data, and the limits.
6 min read
Perspective
Why acoustic sensing scales where cameras and probes can't
Sound travels through material. A single microphone can monitor what would take a grid of invasive sensors, at a fraction of the cost.
4 min read
Agriculture
Listening inside the trunk: how acoustic AI finds concealed pests
Red palm weevil larvae feed unseen for weeks. We trained models on chewing and boring signatures to surface infestation before any visible symptom.
6 min read
Healthcare
Hearing the heart: acoustic biomarkers at the point of care
How subtle changes in cardiac sound let clinicians flag risk long before symptoms surface, and what it takes to do it reliably in a busy clinic.
6 min read
Agriculture
Mapping orchard health through passive sound
Continuous passive listening turns a single sensor into a health map for an entire planting — without disturbing the trees.
5 min read