DevOps

The AI Capacity Storm Is Here

Microsoft AI Foundry, GPT-image-2, and the quota squeeze

The AI Plan Shift Is Bigger Than Gemini

Google AI Pro, compute-based limits, and the new reality of AI usage runway

The Next Engineering Negotiation: Token Budgets

GitHub Copilot billing is moving toward usage-based AI Credits. The bigger shift is that engineering capacity is starting to depend on credits, context, model access, and agent runtime.

Azure Policy Exemptions at Scale

Naming, expiration, and audit trail patterns for operators who need exceptions without creating permanent blind spots

Every Azure Policy Exemption Should Come With an Expiry Date

How to stop permanent waivers from turning into quiet governance drift

SRE meets FinOps: error budgets for spend

A simple model for turning cost drift into an operational signal, with a worked example you can adapt in your own cloud environment.

Automation Maturity Ladder

Scripts → Workflows → Agentic Operations (A Practical Roadmap)

Runbook-first automation

Build an incident checklist first, then automate safely (Practical IT How-to)

If you still manage Azure Policy in the portal, you are running production on hope

A hot-take workflow for shipping Azure Policy through Azure DevOps without surprise outages, exception chaos, or portal drift.

Azure Policy at scale: DeployIfNotExists patterns that don’t melt ops

A PracticalIT how-to for building DeployIfNotExists policies that stay predictable in production.

Before and after: what changes when you move policy to PRs

A mini case post for platform teams who are tired of click-ops governance

Guardrails, not roadblocks: nudge → block → escape

Before and after: what changed when we moved policy to PRs

A mini case post for platform teams who are tired of click-ops governance