Dynamic Proximity Ranking
Distance alone does not create meaningful discovery. Atrium is researching how distance, time, community context and physical activity signals can be considered together.
Atrium aims to produce more meaningful local discovery within a user's context, rather than simply show the closest thing.
Atrium aims to produce more meaningful local discovery within a user's context, rather than simply show the closest thing.
Where?
When?
With whom, and around which interests?
What's happening in the area right now?
Distance alone does not create meaningful discovery. Atrium is researching how distance, time, community context and physical activity signals can be considered together.
We are working on dynamic spatial privacy methods that reduce exposure of precise user locations while preserving location utility.
We are researching ways to measure whether digital discovery turns into physical action without relying on a single GPS signal.
We aim to vary the information shown and permissions granted according to identity verification level, behavioural trust and interaction context.
Technology layers found in the existing Atrium source tree. This list is not a production environment or load-test result.
Mobile discovery and physical interaction experience.
mobile/pubspec.yamlServer authority, API contracts and product services.
backend/package.jsonRelational modelling and spatial query infrastructure.
backend/migrations/1784206757362_initialize-database.sqlTools for shared fast state and service coordination.
backend/package.jsonTransport for messaging and real-time interaction.
backend/package.json (ws)The visual layer for mobile maps and spatial context.
mobile/pubspec.yaml (mapbox_maps_flutter)Compare a distance-based control with context-based ranking in a pilot.
MEASUREMENTMeaningful discovery and physical action per eligible session, considering cohort and regional supply.
Evaluate different levels of spatial precision in controlled scenarios.
MEASUREMENTDiscovery utility and re-identification risk, with separate tests for sparse regions.
Compare GPS-only verification with user consent and additional physical signals.
MEASUREMENTFalse positives / negatives and data minimisation; measure verification quality without sharing raw location.
Design progressive permissions experiments by task and risk context.
MEASUREMENTReviewed abuse incidents alongside legitimate interaction and verification friction.
We do not claim these hypotheses are already proven. Atrium's R&D approach is to measure them with pilot data.
Behaviour and safety measures planned for the pilot. These are not current results, target rates or success charts.
A user's real GPS coordinates are not shared with other users, community managers or businesses.
Atrium aims to use approximate distance, spatial areas and privacy-safe aggregation wherever possible.
Aggregated information · user control
Architecture diagram; no real account or GPS data.
People.
Communities.
Events.
Businesses.
Opportunities.
In the same surroundings. On the same network.
Sometimes, what lies in between becomes the centre.