Blog
Why 2026 Is Set Up for Its First Multi-Day Cloud Outage
Forrester predicts AI-driven data-center capacity upgrades will cause at least two major multi-day cloud outages in 2026. Here's why AI workloads strain infrastructure differently, and what to actually do about it.
Cloud 3.0, Explained: What 'Sovereign Cloud' Actually Means for Your Stack
'Cloud 3.0' is the industry's new label for a shift toward hybrid, multi-cloud, and sovereign architectures — driven by AI workloads that revive a question most teams stopped asking: where does this data actually live, and who can reach it?
Terraform Cheatsheet: The Complete Reference
Every Terraform primitive — providers, resources, variables, outputs, modules, state, workspaces, and CLI commands — with copy-paste examples in one scannable reference.
Terraform + MCP + AI Agents: The New Infrastructure Stack Nobody's Talking About
Three technologies you already use. One pattern nobody has named yet. Here is the stack that makes AI agents safe to run against real cloud infrastructure — and the one line you must not let the agent cross.
MCP and Agentic AI Have Crossed the Infrastructure Threshold
MCP has 97 million monthly SDK downloads, governance under the Linux Foundation, and first-class support from every major AI vendor. That is not a popular open-source project. That is infrastructure. Here is what that transition actually changes for developers building AI systems.
MLOps Is Just DevOps With More Humility
MLOps extends DevOps principles into machine learning systems — but ML introduces a new class of silent, world-driven failure modes that demand an entirely new posture of epistemic humility.
Agent Reliability Blueprint: SLOs, Guardrails, and Human Override
A practical architecture for shipping autonomous AI agents safely in production, from SLOs and circuit breakers to escalation ladders.
Building a production LLM pipeline in 2025
What nobody tells you about taking an LLM demo to production — from chunking strategies to eval loops and cost control.