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Vectornosis research

Research that ships.

Exploring intelligence. Building useful systems.

Explore the researchRead our writing

One lab. Twelve lines of work.

These research areas cover search, source grounding, agents, local inference, memory, model routing, human–AI interaction, and domain operating systems. Data reliability remains a pillar — it is not the entire lab. Research ships as Ask Vector, models, and products, not slide decks.

Search

Warehouse

Practice

Writing

From the lab.

10 pieces

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From research to the product.

Atlas, Beacon, and Scout power Ask Vector. Scout is fast and lower-cost. Beacon adds reasoning and guidance. Atlas is the flagship for complex research.

Scout, Beacon, and Atlas are Vectornosis model names. Cloud answers use the configured provider. Scout can also run on device. These pages do not report benchmark scores.

Vectornosis

One application for life and work. Harbor powers Money.

VectorData

The separate enterprise product for warehouse reliability.

Join a line of work

We hire researchers, platform engineers, and writers who want research to ship as Ask Vector, models, and products — not slide decks.

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  1. 01Search and retrieval
  2. 02Agentic planning
  3. 03Local inference
  4. 04Long-term memory
  5. 05Model routing
  6. 06Human and AI interaction
  7. 07Reliability science
  8. 08Warehouse economics
  9. 09Lineage & interpretability
  10. 10Data platform engineering
  11. 11Domain operating systems
  12. 12Open methodology