AUTONOMOUS AGENT SRE FLEET

Self-Governing AI Infrastructure Agents.

Stop waking up at 3 AM for GPU pod crashes. CloudPilot agents autonomously inspect metrics, patch memory fragmentation, execute cross-cloud failovers, and verify security guardrails in real time.

Autonomous SRE Fleet

AI Agents Managing Your AI Infrastructure.

Deploy specialized autonomous agents that monitor memory leaks, hot-patch vector drifts, enforce zero-retention privacy, and auto-failover clusters.

SRE Pilotactive
Autonomous Cluster SRE & Auto-Failover
Action: Rerouted 1,240 req/s from high-p99 node to CoreWeave
Cost Governoractive
Multi-Model Arbitrage & Semantic Caching
Action: Intercepted 68% repetitive prompt tokens at edge cache
Security Sentinelactive
Real-time Guardrails & Zero Data Retention
Action: Sanitized PII tokens across 4 multi-cloud ingest pipelines
RAG Orchestratoractive
Hybrid Index Router & Neural Reranker
Action: Dynamically weighted dense/sparse vectors for legal corpus
Live Multi-Agent Event BusWebSocket Stream • Zero Drops
10:42:01[SRE Pilot]Balanced GPU pod thermals across 4 AWS instances; fan utilization nominal.Routine
10:41:48[Cost Governor]Resolved 42 consecutive support queries via semantic cache; $5.20 saved.Savings
10:41:12[Security Sentinel]Encrypted incoming REST payload using ephemeral AES-256 session tokens.Security

SRE Pilot Agent

High Availability

Monitors hardware thermals, socket backpressure, and GPU VRAM leakages. Auto-drains unhealthy nodes and shifts traffic to standby clusters.

  • • p99 latency SLA guardrails (<20ms)
  • • In-flight zero-drop socket migration
  • • Automated cluster node drain & replace

Cost Governor Agent

FinOps

Inspects prompt complexities, enforces token budgets, caches frequent embeddings, and shifts routine queries to lightweight domain models.

  • • Sub-15ms semantic edge caching
  • • Speculative decoding token arbitration
  • • Real-time budget burst circuit breakers

Security Sentinel Agent

Compliance

Enforces SOC 2 Type II zero-retention policies, redacts sensitive customer PII before model dispatch, and blocks prompt injection payloads.

  • • Real-time PII & secret masking
  • • Zero model weight retraining guarantee
  • • Ephemeral cryptographic memory enclaves

RAG Orchestrator Agent

Retrieval Quality

Dynamically tunes vector vs keyword weights, inspects cross-encoder rerank confidence, and discards low-similarity hallucinated context slices.

  • • Dynamic dense (1536d) + BM25 weighting
  • • Context slice deduplication
  • • Enforced strict citation verification