Dimension L: Level 0 to 1

Leading in the Age of AI

The CLEAR Model

Limits of AI

Moving from Level 0 to Level 1:
The Filter and the Guardrails — replacing blind trust with healthy skepticism.

Automation Bias

The Illusion of Competence

At Level 0, we often treat AI like a traditional calculator or search engine: we assume its output is factual, neutral, and complete. Because AI sounds highly articulate and confident, it is dangerously easy to accept its answers without question.

0

Where we are

The Level 0 Baseline

When starting out, we lack the mental filter to separate AI confidence from AI accuracy. We either trust it blindly for everything, or we avoid it entirely because we heard it "hallucinates."

An unfiltered pipe of information creates invisible risk.

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The Shift

Installing the Filter

Moving to Level 1 means actively rejecting automation bias. You realize that you—the human—must act as the necessary filter and boundary between AI generation and real-world execution.

From passive recipient to active skeptic.

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Key Behavior 1

Epistemic Hygiene

Level 1 practitioners do not accept AI outputs at face value. They build a habit of "epistemic hygiene"—always verifying facts, numbers, and logical leaps against external, reliable sources before integrating them into their work.

Trust, but verify. Always.

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Key Behavior 2

Finding the "Sweet Spot"

You learn to differentiate between tasks where AI thrives (summarization, brainstorming, drafting) and "Red Line" tasks where AI introduces high risk (retrieving critical facts, conveying nuanced human empathy, or making final strategic decisions).

Knowing when to use AI is as important as knowing how to use it.

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Key Behavior 3

Keeping the Human in the Loop

AI does not know your team dynamics, company politics, or unwritten cultural rules. Level 1 practitioners take explicit responsibility for adding that critical human context and overlay to any AI-generated draft before it moves forward.

AI drafts; humans decide.

Level 1 Action Plan

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Manually verify any number, date, or core fact generated by AI

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Identify one "Red Line" task in your workflow where AI will not be used

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Always rewrite the final 10% of an AI draft to inject human context

1

The Milestone

The Level 1 Win

By reaching Level 1, you have conquered automation bias. You no longer assume AI is a perfect oracle; instead, you treat it as a talented but fallible assistant, applying the necessary guardrails to use it safely and effectively.

Confidence in AI is replaced by confidence in your filter.

Build your guardrails.

Take an AI-generated draft you are currently working on. Before sending it, actively challenge its logic: what context is missing? Which facts need independent verification?

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