Questions

Frequently asked questions about thinking, epistemology, and cognitive tools. 1,675 answers

All topics agents1,675 behavior607 decision-making8 emotion631 meaning622 operations1,214 organization300 perception1,498 schema1,480 sovereignty1,703

All types definition1,287 how-to194 why194

beginner1,647 intermediate28advanced0

agentsbeginner

What is Pugh matrix?

Weight your criteria and score options systematically when multiple factors matter.

agentsbeginner

What is high reliability organizations?

For every important process have a documented way to recover from common failures.

agentsbeginner

What is Type I error?

An agent that fires when it shouldn't wastes your attention and erodes trust.

Also asked: false positive rateWhat does it mean that false positive rate?

agentsbeginner

What is kaizen event?

Dedicate focused time blocks to optimizing specific agents rather than trying to optimize everything continuously.

agentsbeginner

What is bus factor?

When retiring an agent ensure its responsibilities transfer to a new agent or are consciously dropped.

agentsbeginner

What is operational definitions?

Every agent needs a clear definition of what success looks like in measurable terms. Without operational metrics, monitoring produces noise instead of signal.

What isagentsbeginner

What does it mean that leading indicators for faster feedback?

Measure things that predict outcomes rather than waiting for outcomes themselves.

agentsbeginner

What is Swiss cheese model?

Small uncorrected errors can trigger chains of increasingly large errors.

How toagentsbeginner

How do I practice false positive rate?

Pick one cognitive agent you have running — a reminder, a habit trigger, a journaling prompt, an automated check-in. Over the next seven days, track every time it fires. For each activation, mark it as either 'true positive' (it fired and you genuinely needed the intervention) or 'false positive' (it fired but the trigger condition wasn't actually present, or the response wasn't needed).

agentsbeginner

Why does false positive rate fail?

Treating every activation as evidence the agent works. You see 'my break reminder fired 40 times this week' and conclude the agent is diligent, without asking how many of those 40 times actually required a break. High activation count feels like high utility. It is often the opposite — it is the sound of an agent training you to ignore it.

agentsbeginner

What is confounding variables?

Change one thing at a time so you can attribute improvements to specific changes.

agentsbeginner

What is just culture?

Focusing on who caused an error prevents understanding why it happened.

agentsintermediate

What is Johari window?

Resistance to certain feedback signals it touches an important blind spot.

agentsbeginner

What is learning from mistakes?

Reviewing what happened after completing a task surfaces errors for future correction.

agentsbeginner

What is energy optimization?

An efficient agent achieves results with minimal energy expenditure — cognitive, emotional, or physical.

Also asked: energy optimization

How toagentsbeginner

How do I practice energy optimization?

Select a recurring task that consistently leaves you drained — a weekly meeting you run, a type of document you produce, a household routine, a social obligation. Map its energy profile by answering four questions: (1) What are the distinct cognitive operations this task requires (retrieval, decision-making, composition, monitoring, emotional regulation, physical effort)?

agentsbeginner

Why does energy optimization fail?

Confusing energy minimization with laziness, avoidance, or reduction of standards. The failure mode is not working less — it is doing less work. An energy-optimized process produces the same output with less waste. A lazy process produces inferior output by skipping necessary steps. The distinction is structural, not moral.

agentsbeginner

What is Ship of Theseus?

Sometimes you should improve an existing agent; sometimes you should replace it entirely.

agentsbeginner

What is sunset clause?

Define clear criteria for when an agent should be retired rather than maintained. Without explicit retirement criteria set in advance, you will hold onto agents long past the point where they serve you — because the sunk cost of building them, the identity you attached to them, and the absence of a forcing function all conspire to keep dead agents on life support.

agentsbeginner

What is bounded rationality?

For most decisions good enough is better than perfect because the search cost exceeds the improvement.

agentsbeginner

What is anxiety cycle?

Your emotions create self-reinforcing cycles — anxiety begets more anxiety.