SRE Discipline for Autonomous AI Agents
Building an AI agent is only the first step. The real engineering challenge begins in production: keeping decisions accurate, latency low, costs controlled, and models secure as prompts, tools, and user behavior evolve.
The 4 Pillars of Agent Reliability
Traditional software is deterministic; AI agents are probabilistic. ARE bridges the gap.
Semantic Observability & Hallucination Defense
Traditional monitoring only catches 500 errors. ARE continuously audits semantic meaning, grounding accuracy against BigQuery lakehouses, and persona drift.
- Real-time ground-truth verification
- Automated hallucination scoring
- Persona and policy adherence checks
Prompt CI/CD & Controlled Rollback
A single word change in a system prompt can break multi-step tool calls. We treat prompts with the same rigor as compiled software.
- Regression test suites across past golden datasets
- Instant version rollback triggers on metric decline
- A/B canary testing on live production traffic
Token Economics & Latency Optimization
Unconstrained agent reasoning loops can balloon cloud invoices and introduce 30-second response delays.
- Multi-model routing (Flash for triage, Pro for reasoning)
- Tool-call loop circuit breakers
- Context-window pruning and prompt compression
Tool Execution Guardrails & Security
Autonomous agents with API permissions must operate within strict containment boundaries to prevent prompt injections.
- Model Context Protocol (MCP) authentication
- Least-privilege IAM scoping on Cloud Run
- Comprehensive APRA CPS 234 audit trails
Turn Experimental Prototypes into Enterprise Assets
Aviato engineers architect end-to-end Agent Reliability platforms deployed on Google Cloud Run, Vertex AI, and Cloud Monitoring, ensuring your agents meet 99.99% production SLAs.
Talk to an architect who has done this before.
Bring your current setup and the outcome you need. You will get a view on the approach, the risks and roughly what it costs.
Straight to a senior GCP architect. No SDR, no slide deck.
Not ready to talk? See how we migrated Hapana off AWS →
Or call +61 2 8359 9507 · Hello@aviato.consulting