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Living MapV1 · LIVE

The ontology,
alive.

A real-time view across the four GNL networks. Hover a node for its current state, version history, and the agents that last touched it. Click to drill into the audit trail. Bloomberg shows market data; AlphaSense shows documents. Living Map shows the probabilistic state of entities — with confidence, citing sources.

4GNL layers
2.4MLive nodes
<150P95 ms
100%Versioned
living-map · session4 layers · 6 of 2.4M nodes · P95 142ms
actor:84a2company:abc-corpgov:ar-bcrainst:eur-usdactor:11f9company:xyz-bank
actorcompanygovernmentinstrument
actor:84a2ACTOR
J. Ferreyra · CEO
confidence0.87
— attributes
sentiment0.62
exposure0.18
influence0.74
volatility0.31
— version lineage
v142v14314:32:08Z · analyst·v7
— sources (3)
  • SEC 8-K · 2026-05-12
  • Reuters · interview
  • analyst ensemble 5/5
manifest: sig·84a2f8143a

Live console · click any node to inspect its state, version, and sources.

§ 01Key capabilities
01

4-layer ontology

Instruments, Governments, Companies, Actors — each independently versioned and cross-linked.

02

Version pinning

Query any past state. Diff two versions. See the exact moment an attribute changed.

03

Source citation

Every value links back to the document, event, or agent that produced it.

04

Confidence intervals

No false certainty. Every attribute carries a calibrated confidence score.

05

P95 < 150 ms

Sub-second queries on million-node ontologies. Rust on the hot path.

06

Manifest export

Every query produces an audit manifest you can hand to your regulator.

§ 02Where it earns its keep

Compliance review

See every AI-relevant entity your firm tracks, with full provenance. Regulators understand entities — not “embeddings.”

Risk monitoring

Watch confidence intervals widen on tracked actors. The early-warning signal before Drift Alerts even fire.

Due diligence

Investigate a new counterparty across instruments, governments, companies, and actors — one view, every citation.

Investigation

Forensic teams start in Living Map, then drill into Path Queries or Backtest Forensics from the same node.

§ 03Query it

Six lines to a cited, versioned state.

The same manifest the console renders is the manifest the SDK returns — and the one your auditor re-runs.

living_map.py
from deino import Client

client = Client(api_key="dno_live_...")

# Query an entity's current state
state = client.living_map.get("actor:84a2")

print(state.attributes)  # {"sentiment": 0.62, ...}
print(state.version)     # 143
print(state.confidence)  # 0.87
print(state.sources)     # [...citations...]

# Get state as of a past timestamp
past = client.living_map.get_at(
  entity="actor:84a2",
  timestamp="2025-11-15T00:00:00Z",
)
assert past.version == 128
§ 04Where it leads

Living Map is the starting node.

Because every product reads the same ontology, what you select here is the input to everything else — no export, no integration project.

§ Final

See Living Map in production.

Founder-led demos for design partners. A free tier is active today for self-serve evaluation.