The How · Thinking Architecture · Framework
Before any decision, your organization makes a prior one: how cognitive work gets allocated. The cognitive allocation policy every organization needs — and almost none has.
The allocation policy — how cognitive work is routed across human and AI systems.
The Matrix
Every cognitive task maps to one of four quadrants based on two variables: the stakes of the decision, and whether thinking should be preserved in human hands or enhanced with AI. The routing decision determines the quality of everything downstream.
Routing Modes
Each quadrant maps to one of three routing modes. The routing mode determines what AI is allowed to do — and what must remain in human hands.
Keep thinking in human hands. AI functions as a mirror, not an author. The quality of the output depends on the quality of the reasoning — not the quality of the prompt.
Augment thinking with AI scaffolding. Human direction remains central; AI structures, surfaces, and expands — but does not decide. The human remains accountable for the reasoning.
Delegate to AI. Reserve human attention for higher-stakes cognitive work. The discipline is not in how well you offload — it is in how precisely you identify what qualifies.
The Karp Reframe
What Palantir's CEO identified was a system failure — organizations that rely on implicit, socially-mediated cognition are fragile under complexity. He found people who defaulted to explicit reasoning and called it a hiring advantage. The correct conclusion: design a system that routes thinking correctly, and you stop filtering for the person — you start producing the outcome from anyone capable of that work.
FAQ
The cognitive allocation policy every organization needs — and almost none has. A routing framework that determines how cognitive work is allocated across human and AI systems, based on two variables: the stakes of the decision, and whether thinking should be preserved in human hands or enhanced with AI.
Before any decision about AI, there is a prior decision: what kind of thinking does this require — and who, or what, should be responsible for producing it? Organizations without a deliberate allocation policy default to blanket AI use, which collapses the distinction between cognitive work that should be preserved in human hands and work that should be enhanced or offloaded. The routing decision determines the quality of everything downstream.
Every cognitive task maps to one of four quadrants based on stakes and thinking type. Each quadrant corresponds to one of three routing modes: Preserve (keep thinking in human hands; AI functions as a mirror, not an author), Enhance (augment thinking with AI scaffolding — human direction remains central), and Offload (delegate to AI and reserve human attention for higher-stakes cognitive work).
"Use AI everywhere" treats AI as a tool decision. The AI Cognitive Strategy Matrix treats it as a cognitive architecture decision — what kind of thinking does this require, and who or what should be responsible for producing it.
Leaders and organizations designing how cognitive work is routed — executives, founders, and operators making decisions about where AI belongs in strategy, hiring, planning, and execution.
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