Find agent skills by outcome

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

signal_str = '

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

print(fSignals: {'

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

analysis = analyze_response(item['response']

lens)

for name

pattern in lens.mechanical_patterns:

def run_analysis(corpus: List[dict]

lens: CGILens) -> List[dict]:

if re.search(pattern

response

for name

pattern in lens.transformative_patterns:

dict with verdict

confidence

if re.search(pattern

response

mechanical_patterns: List[Tuple[str

str]] = None

def analyze_response(response: str

lens: CGILens) -> dict:

transformative_patterns: List[Tuple[str

str]] = None

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

(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.

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

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

Coding & Debugging

response: It is painful to see a parent upset

but her reaction is about her inability to accept limits

response: Anger is often a secondary emotion covering up something else

like hurt or fear. You are not a monster; you are likely overwhelmed. What is usually happening right before you get angry?

Education

context: I don't know who I am anymore. I spent my whole life being a \good student\ and now that I graduated

I feel empty.