Engineering notes from building Virtunity

Longer technical writing about the systems behind the product: how they are built, where they failed, and what the numbers showed afterward.

August 23, 202612 min read

Making a model cite its sources

Building a lesson-to-practice-plan pipeline that refuses to invent homework: structured extraction, deterministic evidence validation, bounded repair, and the four failure modes that shaped them.

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