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HOURS:: --:-- ESTSTATUS:: Open for new projectsBUILDS:: AI · Automation · Mobile

TAG:: AI · RAGSTATUS:: LiveCLIENT:: Sander Hicks

An AI that answers only from its library, cites every claim, and says “I don’t know” instead of guessing.

IN SHORT::

VoxAnima is a production RAG system. It answers only from a fixed library of texts and shows the source for every claim it makes. Voyage embeddings and pgvector handle the retrieval. Its test suite caught the AI inventing quotations before launch, which is exactly why the tests are there.

Cited
Every claim
Instead of a guess
“I don’t know”
Invented quotes caught by tests
Pre-launch
Vector search
pgvector
VoxAnima product screens
EXHIBIT:: VoxAnima

WHAT I DID::

  • Built the retrieval on Voyage embeddings and pgvector
  • Made every answer cite its source
  • Wrote the tests that caught invented quotations before launch

IN THEIR WORDS::

“Musawir built exactly what I needed. An AI system that knows its material deeply and is honest about what it doesn’t know. The source attribution gives users real confidence in every answer.”

FROM:: Sander Hicks · VoxAnima
STACK::
  • RAG
  • Voyage embeddings
  • pgvector
  • Test suite

All case files