Find agent skills by outcome

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

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

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

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?

Coding & Debugging

response: It is painful to see a parent upset

but her reaction is about her inability to accept limits

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.

response: It sounds like your identity was tightly wrapped around your performance. If you strip away the grades and the achievements

who is the person left underneath? What does she like to do when no one is grading her?

response: Rumination is a common symptom of anxiety. When you catch yourself replaying a scene

try to distract yourself with a sensory grounding exercise

context: I obsess over every mistake I make. If I say one wrong thing

I replay it in my head for days.

context: My husband never helps with the kids. I do everything

and when I complain

response: It is completely normal to feel nervous before a big interview. Try to visualize yourself succeeding. Also

remember to take deep breaths if you feel panic rising.

Mechanical = Frame stays

coping improves