Where social transformation signals are emerging
Live records from five public GitHub repositories are rendered above the Esri basemap. The SVG layer follows the map as you pan and zoom.
What is emerging right now?
Derived only from signal intensity, escalation, urgency, risk and priority fields already present in the radar records. This is a current-signal watch, not a prediction.
Signals and cases standing out in the live evidence
Can the signal be used?
Coverage indicators show what the federated dataset actually contains: location, source links, narrative content and structured scoring.
Evidence → Pattern → Question → Gap
A transparent synthesis path built from the live radar records. The final stage highlights missing evidence rather than pretending the dataset already answers every question.
What is still missing from the live records?
Priority themes
Derived from fields already present in the five radar datasets. These are an analytical crosswalk, not an official UNESCO classification of individual records.
Social progress, inclusion, youth & Africa
Signals are matched only when the underlying record contains relevant evidence in its title, summary, category, domain, beneficiaries, learners, risks or location fields.
What each radar contributes
Counts and coverage are calculated from the live item-level data.json records.
What the datasets are actually seeing
Top observed domains/categories/platforms from the raw records; no additional facts are invented.
Transformation streams
Newest records are surfaced within three thematic streams, using the live radar data.
Nexus Radar
Latent environmental and societal signals, ordered by most recent observation.
GSI + EDU Radar
Grassroots innovation and educational experimentation as a living idea laboratory.
ICH Radar
Living heritage, cultural practices and cross-community knowledge.
Signal discovery
A place to collect weak signals, emerging patterns and contextual evidence before they become mainstream trends.
Spatial intelligence
Map signals by geography, then inspect how different transformations cluster or intersect.
Policy translation
Use current signal, risk, priority, impact and implementation evidence to frame research questions, evidence gaps and foresight discussions without turning the dashboard into a policy decision-maker.
A growing radar ecosystem
A portfolio of AI-assisted intelligence systems for discovering weak signals, documenting decentralized knowledge and structuring evidence into research- and policy-ready views.
GSI Radar
Grassroots Innovation Monitoring
An AI-powered intelligence system that structures decentralized, grassroots innovations into policy-ready insights, including emerging risks and high-impact opportunities.
EDU Radar
Educational Innovation Intelligence
An AI-powered OSINT platform for discovering, analyzing and structuring educational innovations, with Google Scholar and UNESCO UNESDOC integration.
Nexus Radar
Early Warning & Latent Signal Detection
An autonomous AI-powered OSINT engine for detecting creeping environmental and societal anomalies across climate, oceans and biodiversity.
ICH Radar
Cultural Heritage Mapping
An AI-assisted cultural intelligence engine that scans open-web sources to discover, document and structure undocumented Intangible Cultural Heritage practices.
Artifact Radar
Illicit Antiquities Detection
An AI-driven OSINT monitoring system for detecting suspicious online trade patterns, pricing anomalies and missing provenance in antiquities.
From data map → transformation intelligence system
Potential future layers: source provenance, horizon, confidence, affected groups, policy domain, trend relationships, knowledge graph and quarterly social transformation briefs.