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The value of a corporate or government memo often lies in the rigorous thinking process the author underwent. If an LLM generates the memo, it raises concern that a crucial thought process was skipped, leading to a form of organizational deskilling where the proof of work is lost.

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Constantly using AI for initial drafts can erode your ability to start from a blank page. Your brain's 'first-principles' problem-solving muscle weakens, and you risk becoming merely an editor of AI output rather than a true originator of ideas.

Relying on AI without applying critical thinking produces "work slop"—outputs that look polished on the surface but lack genuine depth or substance. This can be dangerously misleading and devalues the quality of work by giving a false sense of security.

Amazon's internal use of an AI tool to help write its mandatory six-page product documents subverts the exercise's core purpose. The process was designed to force deep, rigorous thought through the 'pain' of writing. Using AI as a shortcut risks leading to shallower strategic thinking.

The true danger of LLMs in the workplace isn't just sloppy output, but the erosion of deep thinking. The arduous process of writing forces structured, first-principles reasoning. By making it easy to generate plausible text from bullet points, LLMs allow users to bypass this critical thinking process, leading to shallower insights.

Historically, well-structured writing served as a reliable signal that the author had invested time in research and deep thinking. Economist Bernd Hobart notes that because AI can generate coherent text without underlying comprehension, this signal is lost. This forces us to find new, more reliable ways to assess a person's actual knowledge and wisdom.

For serious writers, the primary objection to AI-generated text is not about quality but the circumvention of the thinking process. Writing is how ideas are refined and arguments are tested. An LLM executing an outline removes crucial steps where a writer's unique insight is developed.

The process of writing is an invaluable tool for refining your ideas and achieving clarity of thought. Relying on LLMs to generate text for you bypasses this critical thinking process, ultimately hindering your own intellectual growth and ability to articulate complex concepts.

Research highlights "work slop": AI output that appears polished but lacks human context. This forces coworkers to spend significant time fixing it, effectively offloading cognitive labor and damaging perceptions of the sender's capability and trustworthiness.

While AI can triple daily output, it can dangerously lower personal accountability. Professionals find themselves unable to defend AI-assisted documents under scrutiny because they lack true ownership and cannot recall the reasoning behind specific points, which rapidly erodes stakeholder trust.

The act of writing is not just about producing words; it's a rigorous process of structuring thoughts and building knowledge. Offloading this 'hard work' to AI conveniences away the cognitive benefit, turning people from active creators and thinkers into passive observers and editors.

LLM-Written Memos Risk "Deskilling" by Bypassing the Thinking They're Meant to Prove | RiffOn