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No jargon. No BS. Just practical cloud wisdom for multi-cloud, FinOps, and platform engineering—
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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
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.
You Ship Faster with AI. You Understand Less. Welcome to Cognitive Debt.
AI coding agents write code faster than ever. But a growing body of research shows developers are losing comprehension of their own codebases. Margaret-Anne Storey calls it "cognitive debt." The METR study found AI makes experienced developers 19% slower. Stack Overflow's trust numbers are dropping. Here's what cognitive debt is, why it matters, and the five patterns to prevent it.