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curse_of_knowledge
The difficulty of imagining what it is like to not know something once you already know it. Experts systematically overestimate how easy their domain knowledge is to understand, leading to poor communication, confusing instructions, and inadequate explanations. This bias creates a persistent gap between teachers and learners.
A software engineer writes technical documentation that makes perfect sense to other engineers but is incomprehensible to new users, because the engineer cannot mentally simulate the experience of not knowing the system's architecture.
A seasoned chef teaching a beginner cooking class demonstrates a knife technique and says 'Just feel when the tension changes in the vegetable — you'll know,' genuinely unable to articulate the skill more concretely because the sensation has become so automatic that they can no longer access what it felt like not to know it.
A financial advisor explains a client's retirement portfolio using terms like 'rebalancing,' 'expense ratios,' and 'sequence-of-returns risk' without pausing to define them, assuming the concepts are self-evident — and is surprised when the client nods along but later admits they understood almost nothing.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Are explanations assuming knowledge that the audience may not have?
Type: binaryIs jargon or specialized terminology used without definition?
Type: binaryIs the communicator failing to anticipate what would be unclear to a novice?
Type: binaryThe difficulty of imagining what it is like to not know something once you already know it. Experts systematically overestimate how easy their domain knowledge is to understand, leading to poor communication, confusing instructions, and inadequate explanations. This bias creates a persistent gap between teachers and learners.
Once knowledge is acquired, it becomes integrated into our mental models and feels obvious and intuitive. The brain cannot easily suppress or 'unlearn' information to simulate a naive state.
Test your communications with someone from your target audience. Use concrete examples and analogies, and explicitly avoid jargon or assumptions about prior knowledge.
This bias plagues education, technical writing, product design, and corporate communications. It is why user-testing with actual novices is essential in product development.
Use these tools to detect, analyze, or train this aspect.