AWS quietly shipped two open-source answers to two different agent problems. I deployed both, wired them together, then tried to break the architecture. Here is what holds, what doesn't, and the pattern for letting customers 'create agents' without losing governance.
Your CFO asks 'is our cloud well-run?' You need one dashboard, eight numbers, and zero jargon. Here is the framework: 4 money KPIs + 4 risk KPIs = Trust. With specific formulas, targets, and what to explicitly exclude.
Your DataZone environment works. AWS says SMUS is the future. Do you upgrade, go greenfield, or wait? Here is the coverage matrix, the 70–85 percent pipeline replacement reality, and the multi-account mesh architecture you actually need.
Enterprise teams invest in best-of-breed CSPM tools and still face critical IAM incidents. The gap isn't tooling — it's security governance. Here's how native AWS services fill it.
AI platform teams need governance before scaling. Learn how to use Amazon Bedrock inference profiles, AWS Budgets, and a proactive cost control pattern to track, allocate, and cap AI spending per team.