Cloudacio Insights https://cloudacio.com/blog/ Engineering notes from Cloudacio. en Why Kubernetes keeps killing your AI agents https://cloudacio.com/blog/kubernetes-agents-pod-wrong-unit/ b4186236-2d76-4047-875a-07c6ffcbed9f Tue, 10 Nov 2026 16:49:47 +0000 You can run AI agents on Kubernetes, with conditions. The pod-per-agent assumption is what breaks first, and for most teams the fix is the signal their… What a Kubernetes AI benchmark measured, and what it did not https://cloudacio.com/blog/ai-sre-benchmark-context-speed-accuracy/ 7a98ba0c-756d-4c35-940f-5534ca41dc42 Tue, 10 Nov 2026 13:16:05 +0000 Read-only cluster context cut mean time to a Kubernetes diagnosis from 191 seconds to 64. Correct diagnoses went from 45 of 50 to 46. What you buy with that… Why one AI question shows up on two different bills https://cloudacio.com/blog/attribute-agent-cost-across-model-and-warehouse-bills/ ac698d04-72a9-4a39-91f5-3afefbb9a13a Mon, 09 Nov 2026 22:14:13 +0000 The survey everyone quotes on surprise AI costs has moved, and the stale version is still circulating. The useful part is the join: the system tables and label… Your Kubernetes agent's revert rate is the metric that matters https://cloudacio.com/blog/kubernetes-agent-revert-rate/ 2fb2ea61-1972-4f31-b041-7602a04bf53c Mon, 09 Nov 2026 17:44:44 +0000 The architecture for autonomous Kubernetes remediation is settled: the model diagnoses, GitOps acts, RBAC bounds. What nobody can tell you is how often their… Why AI cost forecasts miss, and what to measure instead https://cloudacio.com/blog/ai-cost-forecast-coverage-attribution/ 922edb78-7c00-4f66-94da-fc2cf6fac338 Thu, 29 Oct 2026 14:30:24 +0000 98% of enterprises track AI cost and 11% can forecast it within 10%. The coverage data in the same survey says that is an instrumentation gap, not a modelling… Attacking you costs $5 per try https://cloudacio.com/blog/attacking-you-costs-5-per-try/ e7f43443-71b8-47a3-95be-df4834866af3 Wed, 28 Oct 2026 14:56:52 +0000 An operator pointed AI agents at more than a thousand e-commerce sites for an estimated $5 a try and about 23 unattended hours per win. The control that… Why your EC2 quota doesn't guarantee capacity https://cloudacio.com/blog/quota-lets-you-ask-and-the-zone-decides/ cb2f5fd5-99d5-4818-b885-fde9be63aa62 Wed, 28 Oct 2026 00:05:17 +0000 AWS capacity is not sold out, but the slack is gone, and that makes region and instance family design decisions again. What the error codes, the SLAs and the… Give every AI agent an owner before it gets a credential https://cloudacio.com/blog/agent-owner-scope-revocation-before-credential/ ad3a661e-035f-4f9c-9373-dd63614ec7b6 Wed, 28 Oct 2026 00:03:11 +0000 Surveys keep finding the same gap: nearly everyone is confident their agent controls are sound, and about a third can show it. Three decisions close most of… How to read a cloud bill that jumped and find out why https://cloudacio.com/blog/reading-a-cloud-bill-that-grew-40-percent/ 8d7d08bc-3a33-4848-8887-08b08bcc9ceb Tue, 27 Oct 2026 01:45:03 +0000 A 40% jump rarely has one culprit. How to break the total into places to look, in an order that keeps the product safe. Why your RAG demo works and your RAG product does not https://cloudacio.com/blog/moving-a-rag-prototype-to-production/ a3004d20-65b8-4872-9147-e89e79a080c2 Tue, 27 Oct 2026 01:45:02 +0000 A RAG demo is tested on questions and documents its builder chose. What changes in production, and why a fixed set of fifty real questions is the first thing… SOC 2 controls that fail most often, and how to set them up on AWS https://cloudacio.com/blog/soc-2-controls-that-fail-most-often-on-aws/ be9ba9e2-154b-4391-8b58-2f818f087caa Tue, 27 Oct 2026 01:45:02 +0000 Auditor benchmarks show most SOC 2 exceptions come from access reviews, leavers and change approvals. Here is the AWS configuration that makes each one… How to answer a SOC 2 request before you have a report https://cloudacio.com/blog/answering-a-soc-2-request-without-a-report/ 197be386-c5b6-4e8f-901b-5aad837d5792 Tue, 27 Oct 2026 01:45:02 +0000 What a prospect means when the security questionnaire asks for SOC 2, how Type I and Type II differ in evidence and time, and what you can honestly send while… What breaks first when a web app grows from 100 to 10,000 users https://cloudacio.com/blog/what-breaks-first-from-100-to-10000-users/ 4d125083-f3ee-4596-9ae2-a17589f2f080 Tue, 27 Oct 2026 01:45:02 +0000 Growth tends to fail at fixed limits rather than gradually. Here are four limits a growing product hits, how to spot each one with tools you already have, and… Who should own your AWS bill, and what each option costs https://cloudacio.com/blog/what-it-costs-to-manage-an-aws-bill/ e4787966-0db1-4b78-a977-5ddcebb4396e Tue, 27 Oct 2026 01:45:01 +0000 Native AWS cost tools, third-party FinOps software, an engineer's time and outside help buy different parts of the job. Published prices for each, and how to… Where AI actually saves time in cloud operations https://cloudacio.com/blog/where-ai-saves-time-in-cloud-operations/ 6e893bc1-d3de-4dc7-8fba-841deb49c815 Tue, 27 Oct 2026 01:45:01 +0000 AI tools made reading telemetry, summarising changes and drafting config cheap. Deciding what to do with a misbehaving system, and owning the result, costs… What to do when your only DevOps engineer hands in their notice https://cloudacio.com/blog/handing-over-production-when-your-devops-engineer-leaves/ e2fe27fd-30ec-478d-babc-89772a3aed48 Tue, 27 Oct 2026 01:45:01 +0000 When the one person who runs your infrastructure gives notice, the risk is the reasoning behind the setup, not the work itself. An audit to run and a plan for…