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LORE

Navigate petabytes of memory. See what retrieval can't.

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RAG retrieves documents. LORE visualizes the memory — and lets you act on it.

The best models in the world fail 70% of the time at 1 million tokens.

We are building a retrieval engine that operates across millions of tokens
— and makes the results navigable, not just queryable.

The Longitudinal Omni-modal Retrieval Engine
(LORE) Benchmark

Releasing Q2 2026

Memory Navigation

Four layers of depth.
One seamless drill-down.

GALAXYExecutive Summary

Thousands of clusters representing years of activity. Anomalies pulse. Dense regions reveal high-activity periods. The shape of an organization’s memory at a glance.

pinch to zoomdrill down
~3% searchablecurrent state

INSURANCE

Carriers sit on petabytes of claims data, adjuster notes, and policy history — almost none of it searchable. Decisions get made on a sliver of what’s available. LORE ingests the full archive and makes all of it retrievable in seconds.

Emails142,000
Filings38,000
Depositions4,200
Contracts87,000
→ unified narrative

LEGAL

Hundreds of thousands of documents. Years of depositions, emails, and filings. Attorneys spend months reconstructing what happened. LORE rebuilds the narrative across every document, every timeline, in seconds.

EmailsPDFsAudioLORE index

ENTERPRISE INGESTION

Decades of emails. Millions of PDFs. Terabytes of audio archives. Petabytes sitting in cold storage. LORE indexes, compresses, and cross-references it all — offline, in bulk, at rest, or real-time. Then ask it anything.

2 years ago6 monthsnow
compressed pastreal-time ingestion

AGENT MEMORY

Every AI agent today has no persistent memory. LORE runs continuously — ingesting in real-time, compressing on the fly, accumulating context over years. The shared brain that agent swarms communicate through.

In the coming years, we will see agent swarms in the hundreds of thousands. We will see agents managing corporate data in the petabytes or exabytes. We will chat with agents with decades of our memory.

RAG only retrieves documents. LORE doesn't just retrieve — it recognizes, reasons, projects, and simulates.

LORE is what will be used.

Private Beta

Colossal data demands a colossal solution. Plug LORE into yours and watch it do what RAG never could.

Currently onboarding select partners in

Legal e-DiscoveryFinancial ComplianceEnterprise Intelligence

Navigable in 3D — on the web, in WebXR, and on Apple Vision Pro.