The structures around intelligence.
I study what connects individual capability to collective work. These seven scales organize the questions I’m exploring, alongside the work and its current state.
Model
What can a model understand?
A latent intelligence core with capability, but without agency.
Agent
How does intelligence become action?
The model becomes an acting unit with goals, tools, and interaction with the world.
Multi-Agent
When does collaboration help?
Multiple agents begin to interact, coordinate, and sometimes interfere with one another.
Autonomous System
What keeps an agent system running?
Agent interaction becomes a continuously running system with shared state and runtime structure.
Agent Organization
What makes capability organizational?
Capabilities become organizational when they are encoded into persistent structure, responsibility, and governance.
Hybrid Human–Agent Organization
How should humans enter the loop?
Humans interface with an organization through judgment, authority, and translation layers.
Agent Society
What exists beyond one organization?
Beyond a single organization lies a larger ecology of interacting organizations, roles, norms, and institutions.
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