Get involved

A small lab, genuinely short of hands.

AutismAI Lab is one researcher. The work spans autism (Grovalin, Volitiq) and proposed in-home sensing for older adults and people with disabilities (HEARTH) — which is more ground than one person can cover well. Below is an honest account of where help would actually change something, and where there is nothing to join yet.

Ways to contribute

Four lanes, honestly labelled.

Some of this is work that exists today. Some belongs to research lines that are still proposals. Each lane says which, so nobody signs up for something that is not running.

Developers & engineers

The two shipped tools always have more work than one person can do: bugs, features, performance, and accessibility.

  • Web frontend (React, Astro)
  • Backend (Python, FastAPI, SAM/CDK)
  • ML pipelines (PyTorch, vision, signal processing)
  • Edge inference (Jetson, Raspberry Pi) — for the proposed HEARTH work

Researchers & clinicians

The area where outside expertise matters most. Co-author a study, review a method, or tell me where the clinical reasoning is wrong.

  • Motor phenotyping (Volitiq)
  • Contextual learning (Grovalin)
  • Ambient sensing methods (WAVE, PULSE — proposed)
  • Study design, IRB protocols, clinical assessment integration

Data contributors

Nothing here is collecting data today. These are the datasets the proposed work would need, and the conversations worth starting early.

  • Multi-home WiFi CSI (WAVE — proposed, not yet collecting)
  • Multi-cohort rPPG video (PULSE — proposed, not yet collecting)
  • Cross-environment, cross-skin-tone benchmarks
  • Annotation work on existing material

Families, self-advocates & clinicians

Grovalin and Volitiq are usable today, and feedback from people who actually use them changes what gets built next.

  • Try the tools and say what does not work
  • Report usability and accessibility problems
  • Tell me what is missing, from lived experience
  • Register interest for studies, for when any of them open

Where help is most needed

HEARTH collaborators

HEARTH is the least-developed part of the lab and the part most in need of people who actually know the field: geriatric care, occupational therapy, gerontechnology, and disability advocacy. Both of its research lines are proposed rather than running, so this is the stage where an outside perspective still changes the design.

Read the HEARTH report →

Funding

No grant funding, yet

The lab runs unfunded. Nothing has been submitted to a funder so far, so there is no grant-backed position to offer and nothing is being promised. The intention is to build toward submissions in federal and foundation programs covering ageing, disability, and health technology — and I would rather talk to potential co-investigators before writing a proposal than after.

Email about grant plans →

Express interest

Join AutismAI Lab

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