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Calera Labs

Domain AI that recalls what it knows — and refuses the rest. Deterministic Computing Machines at Scale.

Calera Labs

Calera Labs

by Calera Labs  ·  Infinite Context  ·  FinanceSec

Context without limits. Memory without loss.
Domain AI that recalls what it knows — and refuses the rest.

ICX Dashboard Apache 2.0

Infinite Context — Context Without Limits. Memory Without Loss.

Drop-in OpenAI-compatible API with persistent lattice memory.
Crystallize documents once into Lattice Nodes. Recall Grounded Facts through a scoped viewport.

ICX product →  ·  Sign in →  ·  Head-to-head →  ·  caleralabs.com →


Official-scale snapshot

Paired runs used Gemini 3.5 Flash-Lite as the BYOK upstream. Token cuts are versus uncached full-context prefill — not a cached-agent invoice. SWE-bench is predicted pass, not official test-resolved.

51.98%

Mean token cut
LongBench v2 official 503

4.53×

Faster on one 852k row
1,375 ms vs 6,227 ms

54.87%

LongBench v2 exact
276 / 503 · 0 ICX errors

96.28%

RULER MRCR v2 exact
466 / 484

The warehouse is the lattice. The desk is a 500–1,500 token viewport. Prompt caching discounts re-reading a haystack; it does not take the haystack off the model.


Open source

Repository What it is
icx-skill-harness Go client: skill libraries live in ICX, each turn injects a 1–2 tool micro-viewport, BYOK models
icx-mcp Hosted ICX Model Context Protocol server for Cursor, Claude Desktop, and agent hosts
finsec-mcp FinanceSec MCP — SEC EDGAR facts with filing provenance, or honest refusal

Starter tools in the harness are sandbox mocks. Live memory is the hosted ICX API.

from openai import OpenAI

client = OpenAI(
    api_key="icx_live_your_api_key",
    base_url="https://icx.api.caleralabs.com/v1",
    default_headers={"X-Space-ID": "your_space"},
)

Get a key at dashboard.caleralabs.com. Docs: ICX · MCP · Paper


Products

  • Infinite Context (ICX) — persistent lattice memory, scoped viewports, OpenAI SDK drop-in
  • FinanceSec — deterministic SEC filing Q&A grounded to filings, pages, and XBRL
  • BioSec / LegalSec / Compliance — in development on Calera subdomains

One Calera account can subscribe to ICX and FinanceSec separately. They do not share a token pool.


© 2026 Calera Computing, Inc. · Infinite Context is a Calera Labs product · support@caleralabs.com

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