What question did this study set out to answer?

The aim is to evaluate how humans integrate knowledge with Generative AI systems without direct intervention.

synapse

⌘+K

synapse

⌘+K

February 6, 2026Open Access

Domain Concentrator

Key Points

The aim is to evaluate how humans integrate knowledge with Generative AI systems without direct intervention.
Developed a cross-platform browser extension.
Implemented token tracking for user interactions.
Enforced a meta-declaration protocol for AI tools like Claude.ai, Google Gemini, and Microsoft Copilot.
Non-interventional measurement of knowledge integration was achieved.
Knowledge integration is evident across different AI platforms.

Abstract

The Domain Concentrator is a cross-platform browser extension that provides non-interventional measurement of human-GenAI knowledge integration. It includes token tracking and meta-declaration protocol enforcement for Claude.ai, Google Gemini, and Microsoft Copilot (both standard and enterprise versions).

Read Full Paperexternally

Mark Helpful

Bookmark

Relay

View Full Paper