VUELVO
Product

One venture, one focused bet.

Vuelvo is a single-focus company. Kognis TAK is our flagship product — supported by Kognis Forge, the internal data pipeline that keeps its offline knowledge base current.

RESCUE & RELIEFShipped

Kognis TAK

Edge-RAG AI for the disconnected last mile

Flagship tactical AI for rescue, relief and first-responder operations in D-DIL environments. Runs on commercial Android. Native CivTAK integration.

  • On-device LLM (Liquid Foundation Models) + ONNX RAG
  • 1,275-protocol knowledge base (FM 21-76) loaded and searchable
  • Bidirectional CivTAK CoT — confirmed in the field
  • Zero-Signal architecture (no network permission at runtime)
RESCUE & RELIEFBuilding

Kognis Forge

The knowledge-pack data foundry

Secure ingestion and vectorization of proprietary rescue doctrine and medical protocols. Produces the offline knowledge packs consumed by Kognis on-device.

  • PDF → chunked & vectorized knowledge packs
  • E5-small embeddings · INT8 ONNX export
  • Python pipeline (kognis-pipeline/)
Talk to us about a pilotAbout Vuelvo