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No jargon. No BS. Just practical cloud wisdom for multi-cloud, FinOps, and platform engineering—served up with a side of automation scripts and coffee.

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Zara anchors the TNTM content voice across Spark, Lab, Roast, and Blueprint modes. Clear thinking, technical rigor, and zero fluff.

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Recent Posts

Your AI Agent Has More Access Than Your Junior Devs. That Is a Security Bug.

AI agent security is no longer theoretical. Verified 2026 data shows widespread skill-level vulnerabilities, real malicious payloads, and measurable incident increases when agents are over-privileged. This guide translates the latest evidence into a least-agency security model for infrastructure teams.

We Benchmarked AI Coding Agents on DevOps Work, Not Just Code

Most AI benchmarks measure coding tasks, not infrastructure operations. We ran a 20-task DevOps benchmark across GitHub Copilot, Claude Code, and Amazon Q Developer to test real platform engineering workflows: Terraform, Kubernetes debugging, CI/CD migration, and incident-style triage. Here is what held up and what broke.

MCP Is the USB-C of DevOps: The Governance Playbook Teams Need Before the First "Deploy Staging" Prompt

MCP has crossed from demo protocol to real platform plumbing for DevOps workflows, but the blocker is not model quality. It is governance: transport choices, identity, approval gates, server trust, auditability, and rollout discipline. This guide separates hype from what is actually production-relevant in Q1 2026.

Terraform State Management at Scale: The Environment Isolation Problem

Remote backends are necessary, but they do not solve state topology. Once you scale to multiple environments and dozens of services, the real problem is environment isolation, blast radius, and operational guardrails. This guide breaks down workspaces vs directories vs Terragrunt, the failure modes at scale, and a decision framework that actually works.