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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
The Vibe Coding Infrastructure Bomb Is Real. Here Are the Receipts.
Vibe coding can ship fast. "Accept All" ships risk faster. This deep dive maps what the latest data actually shows about AI-generated quality drift, security exposure, and delivery instability, then lays out the controls that keep speed without cleanup debt.
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.