The working A prototype: use its controls to test the build question.
Generate explainable environmental configurations based on person, task, context and constraints.
RN conceived the question, structured the evidence boundaries, designed the experience, implemented the prototype and documented its limits.
This independent prototype demonstrates an approach; it is not a deployed client system, professional advice or proof of real-world outcomes.
Work through the controls with a situation of your own rather than the sample values. The tool responds to what you put in, so the useful output comes from real input, and everything is processed in your browser as you go. Any sample content you find already loaded is there to show the shape of a filled-in state, and you can clear it and start again at any point.
The build overview sets out the question, the purpose, the role and the evidence status in one place, and the public record behind it states what changed, what another person can reuse and what supports the system. If you want to judge how far this build should be trusted, the record is the page to read, not this one.
EXPLAINABLE ENVIRONMENTAL CONFIGURATION
Make the space adapt to the person.
Change a synthetic task and occupancy. The proposed configuration and its tradeoffs recompute—without controlling a real space or deciding what anyone needs.
CONFIGURATION TO REVIEW
DO NOT ACTUATE A REAL SPACE · DO NOT INFER DISABILITY, HEALTH, MOOD, IDENTITY, OR ACCOMMODATION NEED · DO NOT OVERRIDE A PERSON, FACILITIES OWNER, SAFETY RULE, OR ACCESSIBILITY PROCESS · PRESENT OPTIONS AND TRADEOFFS FOR AUTHORIZED HUMAN REVIEW
LOW-MODERATE SYNTHETIC SETTING
Matches one declared synthetic preference; not a measured need or health intervention.
PRIMARY ZONE
Responds to a declared synthetic sensitivity while preserving choice and shared access.
EDGE DESK WITH STEP-FREE ROUTE
Keeps a declared route constraint visible without asserting accessibility or accommodation compliance.
Boundary: This displays options for human review. It does not control a room, infer a person’s traits, establish an accommodation, certify accessibility or safety, or decide what a person or group needs.