SRE

Automation

+23

Rollback-ready Azure changes: a simple validation and backout checklist

Aug 14, 2026

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7 min read

Rollback-ready Azure changes: a simple validation and backout checklist

Decide what success, failure, and recovery look like before you make the change.

Matthew Koozer

AI Engineering

+15

May 29, 2026

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6 min read

The AI Capacity Storm Is Here

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

Matthew Koozer

Runbooks

+21

Azure Key Vault Access Troubleshooting Without Guesswork

May 21, 2026

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7 min read

Azure Key Vault Access Troubleshooting Without Guesswork

A Practical IT scorecard for validating RBAC, private endpoints, DNS, and firewall controls before the incident gets weird.

Matthew Koozer

AI Engineering

The Next Engineering Negotiation: Token Budgets

May 5, 2026

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5 min read

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.

Matthew Koozer