The themes explored include:

• The Organisational Manifold: Can organisations be mapped into a common space that reveals their underlying shape? If organisations occupy a common space, then lessons from one may transfer to another.

• AI as a Context Layer: What happens when intelligence becomes ambient and is embedded throughout the organisation? Intelligence may move from individuals and applications into the environment itself.

• Organisational Shape: Can hidden structure be inferred from observable behaviour? If shape can be inferred from behaviour, then organisations may become measurable in entirely new ways.