For participants
Readable weekly interpretation with explicit confidence, limits, and review nights.
Participant-Facing Layer
This layer exists to return weekly longitudinal interpretation from the same governed engine used elsewhere in Butterfly Effect. It is deliberately narrower than the institutional stack, and deliberately more serious than a consumer sleep product.
Reading Frame
This is not a sleep score, not a single night explanation layer, and not a diagnostic surface. The point is to summarize repeated night patterns, shifts relative to baseline, and observed links with next day burden in a form that can support careful participant and professional review.
Readable weekly interpretation with explicit confidence, limits, and review nights.
The same weekly payload, but in a stricter operational summary for professional review and handoff.
A human-facing layer that does not weaken the research contract or invent a second inference stack.
Audience Switcher
The same weekly interpretation can be read three ways. The content changes with the audience, but the route governance and report provenance stay attached throughout.
Live Reviewed Samples
These are not mockups. They are real outputs from the approved nightly stress routes that currently define the participant and professional review layer.
Primary sample route for next day burden. This is currently the clearest participant and professional review example of the weekly return format.
Secondary approved route so the layer is not tied to one cohort or one latency frame.
Materials And Build Path
This page is not just a sample gallery. It also exposes the documents and commands that keep the layer defendable.
./.venv/bin/python -m neural_echo_system.build_participant_weekly_report --list-routes./.venv/bin/python -m neural_echo_system.build_participant_weekly_report --list-contracts./.venv/bin/python -m neural_echo_system.audit_participant_facing_routes --output-dir reports/participant_facing