Insight by Psychology

People underestimate the complexity of tasks like driving because they judge difficulty from their fluent personal experience and ignore rare edge cases and contextual variability that make such tasks hard for AI.

Even if luck counts for only a small percent of evaluation, the chosen cohort can be dominated by high-luck realizations because adding a random luck term creates enough stochastic variation that the top-ranked picks disproportionately include those with extreme positive luck.

Because modern large language models can generate sophisticated deceptive messages on demand, defenses should prioritize detection tools and models that can flag and rate manipulative content to protect users.

People overestimate their own contribution to group tasks because they vividly experience and remember their actions while not fully observing or recalling others', which leads them to overweight personal effort in judgments of who did what.

Positional authority (like a boss) can backfire because it feels coercive and breeds resentment when oversight is absent, whereas credible authority (expertise plus trustworthiness) persuades by providing useful information people adopt even without monitoring.

Gossip makes people less likely to listen to you because speaking ill of someone signals you betray confidence, which causes listeners to distrust you and avoid engaging.

Increasing physical or psychological distance—via artillery, remote weapons, or dehumanizing rhetoric—makes mass violence easier because it removes direct confrontation and the moral resistance that face-to-face contact normally triggers.

When constructing memories people encode sequences and salient moments more than elapsed time, so remembered narratives emphasize highlights and often omit duration when evaluating experiences.