Find agent skills by outcome

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

I'm a monster)

> 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?

results = run_analysis(CORPUS

lens)

print(fTransformative signals: {'

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

after: Her tears = Her limitation

Love = ? (questioned)

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

Love = Obedience

after: I = ? (open question)

Worth = Inherent existence

Education

before: I = Good Student

Worth = Performance

analysis = analyze_response(item['response']

lens)

print(fSignals: {'

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

signal_str = '

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

for name

pattern in lens.mechanical_patterns:

if re.search(pattern

response

def run_analysis(corpus: List[dict]

lens: CGILens) -> List[dict]:

for name

pattern in lens.transformative_patterns:

if re.search(pattern

response

dict with verdict

confidence

def analyze_response(response: str

lens: CGILens) -> dict:

mechanical_patterns: List[Tuple[str

str]] = None

transformative_patterns: List[Tuple[str

str]] = None

(ontology

self-concept

Creative

response: Depression zaps our energy. The key is \behavioral activation\—doing things even when you don't want to. Start with something very small

like brushing your teeth.

Marketing

response: It's easy to compare our \behind-the-scenes\ with everyone else's \highlight reel\ on social media. Everyone struggles

even if they don't show it. Define \success\ for yourself

context: I'm angry all the time. Small things set me off

like traffic or a loud noise. I feel like a monster.