Your cloud, modeled as a living graph.
Observability tools dump metrics into dashboards. TwinGraph models the relationships — every service, container, pod, deploy, and dependency as a node with live state — and lets agents drive orchestration decisions back into your infrastructure.
Dashboards show you what's broken. They don't show you why, or what depends on it, or what to do about it. Correlating across metrics, traces, and topology is still a human job — and at 3 AM that's the wrong time for it.
TwinGraph ingests telemetry over MQTT and Pub/Sub and models your cloud as a graph. Services, pods, deploys, owners, and SLOs all become nodes with live state. Vertex AI agents reason over the graph to surface anomalies, propose rollbacks, and call Cloud Run functions or AWS Lambdas to act.
A few steps. Real infrastructure.
Ingest telemetry
Pipe metrics and events into TwinGraph over MQTT or Google Pub/Sub.
Model topology
Services, pods, deploys, and owners become nodes with live edges.
Agent reasoning
Vertex AI agents correlate anomalies across the graph, not across tabs.
Act on it
Agents invoke Cloud Run functions or AWS Lambdas to resolve incidents.
Real cloud observability.
import lucidtc_twingraph as tg
graph = tg.RemoteTwinGraph(
twingraph_id="prod-cloud",
server_address="twingraph.prod:50051",
secure_channel=True,
auth_token=TWINGRAPH_SERVER_AUTH_TOKEN,
)
# model a deploy
graph.add_twingraph_node(
twingraph_node=tg.TwinGraphNode(
node_id="deploy_checkout_v423",
node_type="Deploy",
payload={"sha": "a3f1", "region": "us-central1"},
),
connection_type="RUNNING",
source_twingraph_id="prod-cloud-node-service_checkout_1",
)
# Vertex AI agent reasons over the live graph
vertex_agent = tg.VertexAIAgentNode(
node_id="sre_agent",
project_id="my-gcp-project",
location="us-central1",
resource_id="3535403772811411456",
)
graph.add_twingraph_node(twingraph_node=vertex_agent)- 01
Graph-native correlation catches issues dashboards hide behind tabs.
- 02
Live state means alerts reflect what's happening now, not five minutes ago.
- 03
Agents can act, not just notify — closing the loop from detect to resolve.