Continuity
Build on prior work instead of starting from an empty conversation.
Developing cognitive operating system
A developing product direction focused on Living Intelligence: continuity, context, institutional knowledge and connected understanding over time.

Marbles is being developed as a cognitive operating environment that helps organizations maintain useful context, institutional knowledge and continuity over time.
The public product description deliberately focuses on what the system is intended to enable rather than publishing implementation-level architecture that may contribute to AFA’s long-term product differentiation.
The goal is Living Intelligence: organizational understanding that remains connected to context, evidence, history and purpose.

The product direction remains subject to development, testing and evidence.
Build on prior work instead of starting from an empty conversation.
Keep knowledge connected to the circumstances and evidence that give it meaning.
Preserve useful institutional understanding across time.
Make prior learning easier for authorized people to find and apply.
Support accountable people rather than automate away responsibility.
Maintain permissions, provenance and institutional controls around knowledge use.