The Cognitive Enterprise Project

What We Do Not Yet Know

A field is defined by its open questions.

This is not a manifesto of answers. The most honest thing a new discipline can do is state clearly what remains unresolved. These questions are permanent fixtures of the site — cited, revisited, and, we hope, argued over.

Each question below links to the papers and Experiences that engage it and to the fields most concerned with it. None is considered closed. As contributors take them up, this page becomes a record of how the discipline's thinking changes.

  1. 01

    Can organizational judgment be measured?

    If reasoning is to improve, it must be observable. Yet judgment is diffuse, delayed, and entangled with luck. What would a credible measure of an institution’s judgment even look like — and could it be gamed?

  2. 02

    What constitutes institutional memory?

    Everyone agrees organizations forget. Far less is settled about what memory is: the decisions, the rationale, the evidence, the outcomes — and how much of it is tacit and resists being written down at all.

  3. 03

    How should AI and human judgment be partitioned?

    Some judgments should be delegated, some augmented, and some reserved for people entirely. The boundary is not fixed and not obvious. Getting it wrong in either direction is costly.

  4. 04

    Can reasoning itself become a competitive advantage?

    If judgment compounds, an institution that reasons better should pull away over time. But advantages erode, diffuse, and get copied. Is institutional reasoning durable, or merely a temporary edge?

  5. 05

    How should governments institutionalize strategic learning?

    States make long-horizon decisions with short memory and fragmented evidence, across electoral cycles that reset priorities. What would it take for a government to reason and remember as an institution?

  6. 06

    What is the architecture of an AI-native enterprise?

    Not a firm that uses AI tools, but one designed around reasoning from the start. Its structure, decision rights, and memory would differ from anything the past century of management produced. What is the reference design?

Have a question we should be asking?

The list is meant to grow. If you are working on one of these — or think we have missed one — we want to hear from you.

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