CaleraLabs

Domain AI that recalls
what it knows — and refuses the rest.

We eliminate LLM hallucinations and most prompt token cost by storing memory in mathematical lattices instead of vector embeddings.

Hosted APIs on the Volumetric Lattice Network. Deterministic answers with provenance, built for domains where guessing is not an option.

View portfolio Open FinanceSec

Portfolio

Products on the lattice

Each product is an isolated domain lattice with its own corpus, pricing, and console. Calera Labs is the company hub — not a shared plan page.

Technology

Not a wrapper around an LLM

Every Calera Labs API runs on the Volumetric Lattice Network — associative memory over a geometric lattice, trained with Hebbian reinforcement. No transformers in the fact path.

Comparison

Architectural Shift

How the Volumetric Lattice Network differs from conventional vector databases, RAG pipelines, and monolithic LLM context windows.

Dimension Vector DBs + RAG
e.g. Pinecone / Milvus + LLM		 Monolithic Long-Context
1M+ Token Full-Prompt Prefill		 Calera Volumetric Lattice
4D Geometric Associative Memory
Fact Storage Dense statistical embeddings in unstructured high-dimensional space Re-sent on every prompt turn; quadratic prefill compute Deterministic 4D $A_4$ geometric associative lattice nodes on CPU
Hallucination Guarantee Statistical Risk (LLM interpolates over chunked context) Attention Diffusion (Lost-in-the-middle degradation) 0.00% Refusal (Simplicial boundary refusal $\partial^2 = 0$)
Multi-Turn Session Cost Multiplies full prompt token context every turn $12.50 – $25.00+ per multi-turn document session Flat $0.02 per session (500–1,500 token scoped viewports)
Factual Provenance Vague cosine similarity score without exact document anchoring Unverifiable latent attention weights Immutable SHA-256 seal linked to source filing, period, and page
Inference & Compute Heavy GPU VRAM cluster reservations High TTFT prefill latency on multi-GPU server pools 100% CPU/Edge-native <0.5ms graph traversal

Model Context Protocol

Attach Frontier AI to Calera Lattices

Connect Claude Desktop, Cursor, Google Antigravity, or custom agent swarms to live deterministic memory with 1-click MCP configuration.

Zero-Friction Agent Grounding

Ground your reasoning models on verified SEC facts and infinite-context document memory. Your agent queries via standard MCP tools, and Calera returns cryptographic facts with provenance — or honest silence.

⚡ Cursor 🧠 Claude Desktop 🚀 Antigravity 🤖 OpenAI Swarms
FinanceSec MCP Docs → ICX MCP Docs → 
{
  "mcpServers": {
    "calera-finsec": {
      "url": "https://finsec.caleralabs.com/mcp",
      "headers": {
        "Authorization": "Bearer YOUR_CALERA_KEY"
      }
    }
  }
}

Approach

Built for domains that cannot hallucinate

Calera Labs ships substrate-backed APIs for finance, life science, legal, and public-sector workflows — where an invented number or citation is a liability.

Lattice physics

SDR encoding, associative recall, and wave dynamics — not prompt scaffolding over a chatbot.

Product autonomy

Subdomains own their corpus, console, docs, and commercial terms. The hub introduces; the product sells.

Local sovereignty

Training data and model weights stay on the lattice. Facts are not outsourced to third-party model providers.

Work with Calera Labs

Explore a live product, or talk with us about a domain lattice for your organization.

Try FinanceSec Contact sales