Resources & White Papers
Ideas and frameworks for building AI-native organizations — from organizational design to practical agent configuration.
The Starfish, the Spider, and the Octopus
Why AI Unlocks a New Organizational Species
The classic book gave us the starfish and the spider. But both are adaptations to the same constraint — scarce human attention. AI changes that equation entirely, enabling a new organizational model: the octopus.
The OCTOPUS Framework for AI Agents
A Practical Model for Configuring Business AI Agents
How do you configure an AI agent to work as a trusted member of your team? The OCTOPUS framework provides seven dimensions for progressive agent autonomy — from objectives to oversight to scheduling.
Software for the AI Era
Three Shifts Reshaping Business Software — and Why They're Connected
Specialized tools, human-only teams, per-seat pricing — three assumptions that shaped business software for two decades are breaking at once. The organizations that recognize these shifts as one story will have an enormous advantage.
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