SYMBIOSIS AI LABS

Delivery ships what works this quarter. The lab looks at spatial agents, 3D-native tools, differently-wired cognition, and the orchestration / retrieval / privacy pieces already feeding Agent Cloud and Knowledge.

Flagship programs →Foundational research

HOW THE LAB THINKS

  1. 01

    Imagination with receipts

    Every program publishes a thesis, a method, and open questions we are willing to be wrong about in public.

  2. 02

    Different minds, better systems

    Same-shaped models fail the same way. We study cognition that branches and fixates because enterprises need agents that catch what average models miss.

  3. 03

    Space is still missing

    Language alone cannot run a factory floor or a Blender scene. Spatial state is how you go from describing the world to acting in it.

  4. 04

    Foundations still ship

    LLM Fusion, VectorStore, CRAFT, and SecureDataBridge sit under today's agents. We keep improving them in production code, not slide decks.

LEAD BETS

Spatial awareness. Agents that can work inside Blender and 3D scenes. Models built to think differently from the start. These are multi-year bets, not feature tickets.

01

Spatial Intelligence

Models that perceive, reason about, and act in continuous space - geometry, not only prose.

In progress · Bringing space into the model
02

Blender & 3D Agency

Train and tool AI to operate Blender and 3D environments as real workspaces - create, edit, light, and reason in the graph.

In progress · Models that work inside the scene
03

Neurodivergent Cognition

Build AI that is neurodivergent by design - not a mask on a generic model - so it explores, fixates, and reframes in ways average systems won't.

In progress · Built to think differently from the start

ALREADY SHIPPED

Work we already put into production

LLM Fusion, VectorStore, CRAFT, SecureDataBridge, and ExtendedReach started on our public research track. They still show up in Agent Cloud, Knowledge, and how we route models in live systems.

Fusion

Route work across models like a specialist team - pick by task, merge outputs, keep guardrails in the path.

In production

VectorStore

Vector storage and search built for RAG-scale retrieval - fast, filterable, and deployable where your data has to live.

In production

CRAFT

Fine-tune with retrieval in the loop - models that learn from your documents instead of only generic next-token habit.

In production

SecureDataBridge

Encrypt data in motion across AI pipelines - including research into computation-friendly encryption for sensitive estates.

Ongoing

ExtendedReach

Stretch useful context windows and industry-tuned models past default chat limits - for estates that do not fit in a prompt.

Ongoing

Want to work with the lab?

Partners, researchers, or teams with a messy spatial or cognitive problem - book a demo and tell us what you're seeing on the ground.

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