LOOPKIND connects neighbors through cycles of help: one person gives to a second, who helps a third, who completes the circle. The prototype finds 2–4 person cycles and searches for schedules that fit availability, durations and explicit conditions. Participants review the specific plan and changes invalidate prior approvals.
The Node.js prototype uses a server-side NVIDIA Nemotron adapter on Nebius Token Factory to propose structured fields from free-text notes. The application validates proposed fields against quoted evidence; deterministic code handles matching and scheduling.
The bundled people are fictional, approvals are simulated, and no messages are sent. Real-world usefulness and project-specific live model performance need further evaluation.
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