LABS & RESEARCH
Applied neurodevelopmental AI research.
Labs is where we work on the hard parts of the problem before they become products — the model, the measurement, and the long arc of a child's development. Our studies and publications live here too, listed as they happen.

ND-LLM
A neurodevelopment-specific language model.
A model trained on longitudinal neurodevelopmental records rather than the open internet, built to make a decade of fragmented history legible in the minutes before an appointment.
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Screening Battery Calibration
Turning subjective observation into comparable data.
Work on making the FitQuest screening battery score consistently across different assessors, sites and sessions — so two assessments can actually be compared.
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Developmental Trajectory Modelling
Reading the shape of change, not the snapshot.
Early research into modelling a child's developmental path over years — detecting when a trajectory bends, and when a bend is worth a clinician's attention.
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Cross-Linguistic Screening
Screening that survives the language it's given in.
Exploratory work on developmental screening across the many languages and dialects families actually speak, where a translated instrument is not the same instrument.
Read the workA neurodevelopmental data moat, and the ND-LLM built on top of it.
Deep Connection is built around a proprietary, longitudinal neurodevelopmental dataset that compounds with every child screened, consulted and monitored, the foundation for our ND-LLM, a neurodevelopment-specific model no one else can replicate.
proprietary, longitudinal dataset
Researchers and institutions interested in our methods, or in running a study with us, are welcome to get in touch.
Collaborate with usSee what Deep Connection is really building.
Whichever side of this you're on, there's a way in.
