Learning-style myth guard (tutor prompt filter)

Judges: one teacher request to LLM. Questions: noul:relies_on_unsupported_premise. Action: Add caution banner.

AA clean typed decision (yes/no, a pick from a list, or a level on a scale) that is concrete, repeats routinely, and has meaningful value.3.18

Key facts

Vertical
Education
Function
Agents & dev
Status
Idea
Volume
routine
Value
meaningful
Risk
moderate
Evidence
—
Flags
None

Build this with a classifier

Define a typed decision with a bounded answer, then evaluate it on examples.

{
  "decision_type": "choice",
  "question": "Does this input match the decision in “Learning-style myth guard (tutor prompt filter)”?",
  "input": "<input to classify>",
  "output": "one label from a fixed list"
}

Related use cases

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