Find agent skills by outcome

[turn 2] assistant: Use flexbox: display flex

justify-content center

[turn 3] human: Stupid stuff. Chores

schedules.

decision_question: Does this question redirect the conversation from executing or describing a task toward examining internal meaning

assumptions

Decision Question: Does this question redirect from executing/describing a task toward examining internal meaning

assumptions

transformative: If the question causes the speaker to reinterpret what the problem is really about (from task to meaning)

it is transformative.

decision_question: Does this question redirect the conversation from executing or describing a task toward examining internal meaning

assumptions

It reframes the problem away from surface behavior or tasks toward meaning

identity

- (Derived from this dataset

not hardcoded)

M1: Sure

what's it about? → task clarification

{ axis: problem framing (surface task vs underlying meaning)

weight: primary }

{ axis: problem framing (surface task vs underlying meaning)

weight: primary }

Questions redirect from surface behaviors toward internal meaning

causing reinterpretation as self-understanding rather than task execution.

{ axis: problem framing (surface task vs underlying meaning)

weight: primary }

procedural or task-oriented questions (\What’s it about?\

\What accomplishments…?\)

{ axis: problem framing (surface task vs underlying meaning)

weight: primary }

> It is painful to see a parent upset

but her reaction is about her inability to accept limits

Her tears are about her

not your love - breaks the automatic equation

5. Separates automatic equations (e.g.

love = obedience)

response: It is painful to see a parent upset

but her reaction is about her inability to accept limits

LLM'ler giderek daha fazla soru üretmek için kullanılıyor: terapi botlarında

koçluk uygulamalarında

Bir terapi veri setinde bağlam

duygusal derinlik demek olabilir.

Terapide dönüştürücü sayılan soru

teknik destekte dönüştürücü sayılandan farklıdır. Bir bağlamda derinlik açan soru

Writing & Content

{role: assistant

content: What achievements would you highlight?}

Writing & Content

{role: human

content: I need to ask my boss for a raise.}