Find agent skills by outcome

| Elenchus (examination) | Chain 5: Apply lens

find tensions |

- A mirror

not a judge

- Human-final: shows candidates

human decides

- Socratic: it asks

it doesn't conclude

- A discovery method

not a scoring algorithm

- Introduces value trade-offs (money vs belonging

loss vs gain)

toward examining internal meaning

assumptions

Data

In a technical dataset

context might mean problem scope.

Data

In a philosophical dataset

context might mean abstraction level.

Data

In a therapy dataset

context might mean emotional depth.

Traditional approaches use fixed metrics: sentiment scores

engagement rates

Louise

the linguist

When humanity encounters aliens

the military asks: *Are you hostile?*

{role: assistant

content: What achievements would you highlight?}

print(json.dumps(results

indent=2

{role: human

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

{role: assistant

content: Sure

{role: assistant

content: What was different then?}

{role: human

content: Can you help me write an email?}

{role: human

content: Like I'm going through the motions but not growing.}

{role: assistant

content: When did you last feel like you were growing?}

{role: human

content: Maybe three years ago

{role: human

content: I've been feeling stuck in my career lately.}

{role: assistant

content: What does 'stuck' feel like for you?}