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SRE

SRE

AI Engineering

+15

The AI Capacity Storm Is Here

May 29, 2026

•

6 min read

The AI Capacity Storm Is Here

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

Matthew Koozer
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
Matthew Koozer

AI Engineering

+7

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
Matthew Koozer

Practical IT

Practical playbooks for Azure architecture, automation, and cost control built by a practitioner.

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