Human Needs & Meaning

The minimum energy needed to start a reaction; same idea for starting habits or initiatives.

AI system that takes actions to achieve goals, often across tools.

Presuming a purposeful actor behind events that may have no actor at all.

Per-bushel subsidies reward overproduction of specific crops regardless of soil, market, or nutritional need.

Categorizing AI use cases by risk level.

Designing processes from scratch around AI capability.

Teams built around AI from day one vs. teams adding it to existing workflows.

Perceiving meaningful connections in unrelated things.

Seat-time accountability rewards presence over engagement.

Attention is the most contested resource in modern work.

Self-direction is one of the deepest motivational levers.

We accept vague, general statements as personally meaningful.

Assuming the conclusion in the premise.

Evaluating an argument's logic based on whether you agree with the conclusion.

Membership in a group is a baseline human need.

Expensive off-range storage cannibalizes funds needed for on-range management.

Order, discipline, hierarchy, principle, and rule-based value system. The 'right way' to do things.

A conversational discipline where participants suspend assumptions and inquire collectively into meaning.

The energy needed to refute bullshit is an order of magnitude bigger than to produce it.

AI bolted onto existing workflows to look forward-leaning.

Using a fake identity to deceive someone, usually for gain or manipulation.

Resourcing past memories with the state you needed at the time, so old triggers stop firing the old response.

The threat of retaliation suppresses legitimate speech or action.

Know the perimeter of what you actually know.

Associating a neutral stimulus with a meaningful one until the neutral one triggers the response.

Psychological stress from holding contradictory beliefs; usually resolved by changing the easier one.

We seek tasks where we feel effective and improving.

The relationship between inputs and outputs changes.

How much input the model can process at once.

Removing a quote from its context to distort its meaning.

Value is judged against whatever sits next to it.

Sort situations into Clear, Complicated, Complex, Chaotic, or Confused — each needs a different response.

Underlying data distribution changes over time.

Liability exposure pushes clinicians to order tests for legal protection rather than clinical need.

Incompetent employees are promoted to management to limit their workflow damage.

Urgent vs. important; act, schedule, delegate, delete.

Vector representation of content for similarity and search.

Using a word with two meanings as if it meant one.

Insisting on a word's original meaning over its current one.

Evaluation suites that no longer reflect real-world conditions.

Systematic testing of model quality, safety, and capability.

Decisions optimize utility, not value.

Probability × payoff, summed across outcomes.

Outsourcing self-worth to audiences corrodes intrinsic direction.

A cost or benefit borne by someone outside the transaction.

Believing others are motivated by extrinsic rewards while we are motivated intrinsically.

Neurological state of peak performance and engagement.

Recurring aid flows can entrench recipient governments and crowd out domestic capacity-building.

Lifetime purpose → multi-year missions → annual goals → quarterly bets → weekly actions.

The communitarian, egalitarian, consensus-seeking value system. Emerged strongly post-1960s.

Don't attribute to malice what's explainable by incompetence — or incentives.

Managers measured by team size grow teams beyond need.

Four stages from unconscious-incompetent to unconscious-competent.

Decisions are shaped by who we believe we are — not only by monetary payoffs.

Threats to identity activate strong defensive responses.

We act in ways that confirm 'people like me do things like this.'

Tribal identity markers reward in-group loyalty over coalition-building.

We process evidence in ways that protect our group identity.

We overestimate the intensity and duration of emotional reactions.

Models learning from examples in the prompt.