Why it matters
Professional support often depends on scarce expert time. Quality, continuity and affordability need to improve together.
The change we hope for
Make reliable support easier to access across movement learning, education, skills and daily-life function.
Key barriers
Context-dependent judgment; uneven service quality; costly feedback; unclear responsibility when advice is wrong.
Directions to explore
Reusable service processes, expert review, AI-assisted preparation and outcome-linked feedback. Sport is one possible starting context alongside other development services.
Technical maturity
Task-specific measurement and assistance have research precedents; broad, safe interpretation still requires task-level validation.
Commercial maturity
A new service model remains a hypothesis. Adoption, delivery cost and willingness to pay are untested here.
Five-to-ten-year scenario
Over five to ten years, professional judgment and reusable systems could support continuous development at a lower delivery burden. This is a scenario, not a forecast.
Open questions
Which tasks can be reused without losing judgment? What quality measures matter to users? When should a human intervene?
Related proposals
Existing research
Research judgment · 002
Human Movement Intelligence: Toward a Foundation Model of the Human Body
Clarifies the boundary between validated measurement and broader service claims; does not validate this proposed service model.
Actual content update 2026-08-15 · Version 0.3
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