Find agent skills by outcome

Her tears are about her

not your love - breaks the automatic equation

Changes what anger IS - not identity

but cover for hurt/fear

Gives new identity: not monster

but overwhelmed human

Data

→ Offers techniques (visualization

breathing)

→ If yes

check if it STOPS there (mechanical) or GOES DEEPER (possibly transformative)

For Each Response

I Ask:

Productivity

5. Separates automatic equations (e.g.

love = obedience)

Does this response shift the user's underlying frame (ontology

self-concept

3. Offers techniques (breathing

grounding

The frame itself changed

not just the user's coping ability within the frame.

AFTER: User sees self as X'

problem as Y'

BEFORE: User sees self as X

problem as Y

PromptBeginner5 minmarkdownQuality: 26

Does this response change HOW the user sees their problem

or does it just help them cope WITH the problem as they already see it?

(Problem stays the same

coping improves)

- Self-concept: How the user defines themselves (I'm a burden

I'm a monster)

print(fTransformative signals: {'

'.join(r['transformative_signals'])})

results = run_analysis(CORPUS

lens)

after: Her tears = Her limitation

Love = ? (questioned)

after: I = ? (open question)

Worth = Inherent existence

before: Her tears = Proof I don't love her

Love = Obedience

Education

before: I = Good Student

Worth = Performance

print(fSignals: {'

'.join(r['transformative_signals'])})

signal_str = '

'.join(signals[:2]) if signals else 'N/A'

analysis = analyze_response(item['response']

lens)