Build capabilities that strengthen a shared system.

For researchers

Potential areas of exchange include reasoning, continual learning, adaptive composition, embodied AI and trustworthy evaluation. Reproducible experiments and shared benchmarks can help establish whether an improvement holds across tasks and systems.

For developers and technology providers

Shared interfaces, capability descriptions and conformance tests are intended to provide practical routes into the framework. The project welcomes perspectives on interoperability, integration effort and what developers need to build and maintain compatible components.

For organisations and public bodies

Operational questions define the value of the framework: which tasks matter, what may the system do, when must a person decide, and what evidence is needed? The project welcomes discussion of those requirements and possible routes to future sector applications and services.

Any additional collaboration will depend on scope, resources, ownership and the relevant arrangements.

For citizens and communities

Public communication will explain both the possible benefits and the limits of the research. Workshops and learning materials will offer opportunities to understand the work and contribute perspectives on its use.

Ways to get involved

• Follow publications and public releases.
• Attend announced workshops, webinars and demonstrations.
• Discuss scientific questions, evaluation methods or interoperability needs.
• Explore future collaboration and uptake through the project’s coordination team.