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How to ThinkIn the Age of AI
Principlev1PR-2112

Create shared schemas or tradeoff frameworks…

Create shared schemas or tradeoff frameworks at cross-functional interaction points rather than forcing one function's schema to dominate.

Why This Is a Principle

Derives from schema function (Schemas as Knowledge Organization Structures), functional adaptation producing different schemas (Different functions develop different schemas as adaptive…), and shared mental models enabling coordination (Shared mental models among group members determine what…). This prescribes integration rather than dominance.

Source Lessons

Schema conflicts within organizations

Different departments, functions, and levels within an organization often hold conflicting schemas — different mental models of what matters, how work should flow, and what success looks like. These conflicts are not personality clashes or communication problems. They are structural: each group's schemas were formed by different experiences, incentives, and professional training. Surfacing and reconciling these schema conflicts prevents the coordination failures that masquerade as interpersonal friction.

Organizational resilience

Systems designed to survive and recover from shocks and disruptions. Organizational resilience is not the absence of disruption — it is the capacity to absorb shocks, maintain essential functions during disruption, recover rapidly after disruption, and adapt so that future shocks are less damaging. Resilient organizations are not rigid (rigid structures break under stress) or flexible (purely flexible structures lack the stability to function). They are robust: strong enough to maintain function under pressure, adaptive enough to reconfigure when conditions demand it, and learning-oriented enough to emerge from each disruption stronger than before.

Cross-functional schema translation

Different functions speak different cognitive languages — not just different jargon, but different schemas for what matters, what quality means, and how success is measured. Cross-functional collaboration requires translation between these schemas: the ability to understand another function's mental model well enough to express your concerns in their terms and to interpret their concerns in yours.