AUTONOMOUS SRE SYSTEMS

Self-Healing
Infrastructure.

Stop reacting to incidents. Starlight AI's autonomous agents detect anomalies, predict failure propagation, and execute remediation — all without waking your team at 3am.

# SRE Autonomous Manifest v3.1
apiVersion: starlight.ai/v1
kind: AutonomousHealer
metadata:
name: k8s-lattice-primary
spec:
healingStrategy: Aggressive
maxDriftTolerance: 0.002%
autoResolution: true
regions: [global]
Agent active — 0 incidents in last 30 days

LATTICE-NODE STATUS

Operational

94%
MTTR REDUCTION
0.4s
FAILURE DETECTION
100k+
NODES MANAGED
24/7
AUTONOMOUS UPTIME
System Architecture

Kubernetes-Native
Intelligence.

hub

Predictive Lattice Mapping

Our proprietary algorithms model your cluster topology into a geometric lattice, predicting failure propagation across service mesh boundaries before they cascade to production.

check_circle REAL-TIME DRIFT DETECTION
check_circle ETCD STATE VALIDATION
check_circle LATENCY TRIANGULATION
check_circle TRAFFIC SHAPING
check_circle POD SELF-HEALING
check_circle MULTI-CLUSTER SUPPORT
# SRE Manifest v2.4
apiVersion: starlight.ai/v1
kind: AutonomousHealer
metadata:
  name: k8s-lattice-primary
spec:
  healingStrategy: Aggressive
  maxDriftTolerance: 0.002%
  autoResolution: True

GitOps Native

Direct integration with ArgoCD and Flux for seamless infrastructure state alignment.

bolt

Zero-Touch Remediation

Automatically restart pods, re-scale replicas, and drain nodes based on behavioral patterns rather than simple thresholds.

query_stats

LLM Log Synthesis

Compressed log analysis using large language models extracts actionable root causes from millions of unstructured log lines in seconds.

security

Security Hardening

Continuous RBAC auditing and container vulnerability scanning baked directly into the SRE automation loop.

Field Operations

Real results,
proven at scale.

VIEW ALL CASE STUDIES
FINTECH / APAC

Global Transaction Backbone

99.999% UPTIMEnorth_east
E-COMMERCE / AMERICAS

Black Friday Auto-Scaling

4.2M REQ/SEC STABILIZEDnorth_east
HEALTHCARE / EMEA

HIPAA-Compliant Automation

ZERO COMPLIANCE DRIFTnorth_east

Ready for Autonomous SRE?

Integration takes under 15 minutes. Our engineers will design a custom autonomous resolution strategy for your infrastructure.