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Cognitive Outsourcing Glossary

The delegation of thinking tasks to tools, with benefits in speed and reach and risks to comprehension, judgment, and memory.

Cognitive outsourcing is the delegation of mental work to an external system: calculator, search engine, spreadsheet, GPS, colleague, tutor, or AI agent. The AI version is unusually broad because language models can draft, summarise, plan, classify, translate, tutor, search, and simulate judgment-like behaviour in one interface.

Outsourcing is not inherently bad. Civilisation is built on it. The danger is outsourcing the part of the task that was supposed to change the learner or decision-maker. A student who uses AI to test an argument may learn more. A student who uses AI to replace the struggle of forming the argument may learn less while submitting something more polished.

The Dylan Patel / Dwarkesh Patel compute interview gives the infrastructure version of the same idea. They speculate about AI systems that are not merely chatbots but substitute or near-substitute knowledge workers: agents that can go off and do work asynchronously, and, in the stronger version, “actual humans on a server” producing something like six figures of annual value. The imagined virtual AI CFO belongs in this zone. It is cognitive outsourcing pushed from task assistance into role substitution: not “help me make this spreadsheet,” but “take over a durable managerial function.”

The practical question is therefore: what cognitive work must remain inside the human for the activity to count as learning, judgment, authorship, or management?

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