Private-info detector before vault sync

Judges: note body. Questions: noul:contains_secret - passwords, keys, SSNs?; noul:contains_third_party_private. Action: Code excludes from public sync or publish.

STop tier. Meets A, and the payoff is major with high confidence.4.61

Key facts

Vertical
Software & tech
Function
Agents & dev
Status
Idea
Volume
routine
Value
major
Risk
high
Evidence
—
Flags
human-review

Build this with a classifier

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

{
  "decision_type": "yes_no",
  "question": "Does this input match the decision in “Private-info detector before vault sync”?",
  "input": "<input to classify>",
  "output": "yes | no"
}

Related use cases

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