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INTELLIGENCE WITH BOUNDARIES

What AI does—and what it never does.

Fteen uses AI to prepare a reviewable draft or estimate. A model cannot decide or save a sensitive outcome on your behalf.

Engineering update: July 13, 2026
Pre-launch notice

This operational pre-launch version reflects current product behavior. Named legal approval, controller identity, and official contact details remain required before broad real-user processing.

1. Meal analysis

  • A selected image may produce approximate ingredient and quantity suggestions.
  • Every item, amount, and confidence signal remains reviewable; final nutrition is calculated only after confirmation.
  • Low confidence or provider downtime produces a clear manual path.

2. Coach assistance

  • The assistant is informational, not a doctor or dietitian.
  • Tools are restricted and schema-validated; any write requires an explicit preview and confirmation.
  • Allergens, exclusions, and special-state safeguards are enforced outside the model.

3. Data and providers

  • Provider credentials never belong in the user app or public page.
  • External providers remain disabled until contract, region, retention, and data-use terms are approved.
  • Operational records capture safety and cost outcomes without placing raw secrets or images in logs.

4. Accuracy limits

  • Output can be incomplete, wrong, or contextually unsuitable.
  • Never use an automated estimate for a medical decision or special health condition.
  • You can always edit, enter data manually, or skip the feature.
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