AI Empowerment Observatory A research initiative by Kedma Hamelberg

Prototype · Three-country demonstration

Where is AI shifting human agency?

Select a highlighted country to explore four dimensions of human empowerment. The current scores are illustrative interface data, not empirical country assessments.

Netherlands · Brazil · United States
● Human empowerment expanding
● Human agency contracting
● Mixed or contested signal

Methodology · Prototype

What the demonstration shows

The observatory will classify AI-related developments across four dimensions: operational, creative, agentic, and normative empowerment. Directional labels will indicate whether human empowerment appears to expand, contract, or remain mixed or unclear.

The three country scores currently shown are fictional interface values. They exist only to test the map, interaction design, and country panel. Source-backed scores and headlines will be added after the coding and validation procedure is established.