Collaborate
AEGT is expanding its research network through concrete questions, field implementations, validation studies, and joint research programs. The easiest way to enter is not to ask “how can I help?” but to identify a problem, domain, dataset, institution, or research method that connects to an active program.
Open Research
These are examples of questions where external researchers and institutions can materially change the research.
Independent validation, theoretical extension, formal comparison, and new computational realization of DA structures.
Validate how reasoning depth, cognitive conflict, judgment formation, and explicit cognitive writing can be observed over time.
Implement and evaluate AI-literacy and cognitive-computing approaches with schools, teachers, and learners.
Study how organizations can preserve the reasoning behind implementation decisions, field judgment, revisions, and outcomes.
Structure privacy, security, ethics, fairness, accountability, and legal requirements into inspectable institutional governance.
Test OCG/DA-informed orchestration, recursive invocation, persistent intent, and long-lived agent behavior in concrete technical settings.
How Collaboration Starts
A research question, institutional problem, domain, dataset, implementation environment, or evaluation capability.
Identify the relevant Framework, Program, active Project, and existing research assets.
Agree on the question, evidence, methods, responsibilities, duration, and expected research outputs.
Generate results that can inform the next project: data, methods, code, papers, field evidence, or governance structures.
Ways to Participate
Joint investigation, validation, formal work, empirical studies, publications, and grant development.
Curriculum pilots, teacher development, learning evaluation, and cognitive-agency research.
Reference implementations, benchmarks, orchestration, agent systems, and open infrastructure.
Affiliated research, graduate projects, joint labs, fellowships, and international programs.
Field pilots, governance structures, legal/compliance research, and longitudinal institutional learning.
Support research infrastructure, networks, open resources, and multi-institution programs.
Research Enquiries