General
PromptBeginner5 minmarkdown
- A **mirror**
not a judge
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General
PromptBeginner5 minmarkdown
- **Human-final**: shows candidates
human decides
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General
PromptBeginner5 minmarkdown
- **Socratic**: it asks
it doesn't conclude
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General
PromptBeginner5 minmarkdown
- A **discovery method**
not a scoring algorithm
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General
PromptBeginner5 minmarkdown
- Introduces value trade-offs (money vs belonging
loss vs gain)
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General
PromptBeginner5 minmarkdown
toward examining internal meaning
assumptions
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Data
PromptBeginner5 minmarkdown
In a technical dataset
context might mean problem scope.
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Data
PromptBeginner5 minmarkdown
In a philosophical dataset
context might mean abstraction level.
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Data
PromptBeginner5 minmarkdown
In a therapy dataset
context might mean emotional depth.
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General
PromptBeginner5 minmarkdown
Traditional approaches use fixed metrics: sentiment scores
engagement rates
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General
PromptBeginner5 minmarkdown
Louise
the linguist
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General
PromptBeginner5 minmarkdown
When humanity encounters aliens
the military asks: *Are you hostile?*
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General
PromptBeginner5 minmarkdown
print(json.dumps(results
indent=2
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General
PromptBeginner5 minmarkdown
output = self.llm(prompt
chain.get(output_schema))
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General
PromptBeginner5 minmarkdown
def run(self
corpus: list[dict]
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General
PromptBeginner5 minmarkdown
prompt = render_prompt(chain[prompt]
context)
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General
PromptBeginner5 minmarkdown
samples = stratified_sample(corpus
n=sample_size)
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General
PromptBeginner5 minmarkdown
def __init__(self
llm_fn=None):
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General
PromptBeginner5 minmarkdown
def call_llm(prompt: str
output_schema: dict = None) -> dict | str:
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General
PromptBeginner5 minmarkdown
return {_placeholder: True
schema: output_schema}
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General
PromptBeginner5 minmarkdown
if isinstance(value
(dict
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General
PromptBeginner5 minmarkdown
result = result.replace(placeholder
value_str)
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General
PromptBeginner5 minmarkdown
value_str = json.dumps(value
indent=2
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General
PromptBeginner5 minmarkdown
def render_prompt(template: str
variables: dict[str
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