Sentrix: An AI SRE Copilot That Debates Its Own Scaling Decisions

Every SRE team has the same nightmare: it's 3am, traffic spikes, and nobody predicted it. By the time CloudWatch alerts fire, customers are already frustrated and revenue is lost. I built Sentrix — an AI-powered SRE copilot that predicts infrastructure problems before they happen and autonomously scales your cloud resources. But what makes it different isn't just prediction — it's debate. Three Agents, One Decision Instead of a single AI making decisions, three Bedrock Claude agents argue about every scaling call: AGENT_SRE fights for reliability: "Scale now, we can't risk downtime." AGENT_FINANCE pushes back on cost: "That's 5x the replicas — do we really need all of them?" AGENT_ARBITER synthesizes both: "Scale to 3x now, monitor for 5 minutes, then reassess." The result is decisions that balance reliability and cost — and every decision is scored 5 minutes later via a Step Functions feedback loop. The scores become thought signatures that feed back into future analysis. The AI liter