Source-linked · synthetic-only · non-production

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architecture.

BOUNDED AI GUIDE

Ask how the lifecycle works, what Alfe built, why validation gates closure, or what production adoption would require. Answers are limited to an approved set of public project facts and return direct sources.

Try ownership, validation, evidence, risk, or production-boundary questions.

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Boundary: Synthetic portfolio reference only — not production security advice or live telemetry. No question or answer is stored by this portfolio application.