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Security is the One AI Workload I Won't Token-Optimise

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What I learned running my open-sourced Claude security audit skill against three of my own apps for $189 AUD, just as the industry shifts to consumption-based billing.

April 27, 2026 by velimattiv

Latest Blog Posts

Subscription Vending, Azure Landing Zones and Platform Engineering - Part 2
Subscription Vending, Azure Landing Zones and Platform Engineering - Part 2

azure iac PlatformEngineering GitHub

Stamping out repeatable Landing Zones for App owners, developers, engineers and anyone that needs to consume Azure workloads. Part 2/2

Subscription Vending, Azure Landing Zones and Platform Engineering - Part 1
Subscription Vending, Azure Landing Zones and Platform Engineering - Part 1

azure iac PlatformEngineering GitHub

Stamping out repeatable Landing Zones for App owners, developers, engineers and anyone that needs to consume Azure workloads. Part 1/2

Microsoft Symphony for Engineering & Platform Orchestration
Microsoft Symphony for Engineering & Platform Orchestration

azure iac PlatformEngineering GitHub

A framework, set of patterns, and best practices for developing, testing, and deploying IaC on Azure.

Anti-Pattern 9: Not doing software development lifecycle (SDLC) practices with IaC
Anti-Pattern 9: Not doing software development lifecycle (SDLC) practices with IaC

azure iac bicep anti-patterns sdlc cicd testing

Treating IaC as an afterthought compared to application code leads to technical debt and deployment failures. Learn how to integrate SDLC practices like CI/CD, testing, version control, code reviews, and proper environment flows for robust IaC deployments.

Unlocking the Power of Azure Verified Modules for Infrastructure as Code and Platform Engineering - Part 2
Unlocking the Power of Azure Verified Modules for Infrastructure as Code and Platform Engineering - Part 2

azure iac PlatformEngineering GitHub

Approach to IaC across both Bicep and Terraform for building and consuming repeatable infra patterns.

Anti-Pattern 8: Relying on Azure `What-If` as a Testing and Validation Tool
Anti-Pattern 8: Relying on Azure `What-If` as a Testing and Validation Tool

azure iac bicep anti-patterns testing validation what-if

Azure `What-If` is a helpful tool but far from comprehensive. Learn why over-relying on it is an anti-pattern and how to adopt robust validation practices for your IaC deployments.

Unlocking the Power of Azure Verified Modules for Infrastructure as Code and Platform Engineering - Part 1
Unlocking the Power of Azure Verified Modules for Infrastructure as Code and Platform Engineering - Part 1

azure iac PlatformEngineering GitHub

Approach to IaC across both Bicep and Terraform for building and consuming repeatable infra patterns.

Anti-Pattern 7: Overcomplicating Networking Configurations
Anti-Pattern 7: Overcomplicating Networking Configurations

azure iac bicep anti-patterns networking nsg udr

Overcomplicated networking configurations in Azure can create maintenance headaches and lead to avoidable failures. Learn how to simplify NSG rules, utilise service tags, and properly manage UDRs for cleaner and more effective IaC deployments.

Azure Platform Engineering Tools & Capabilities - Part 2
Azure Platform Engineering Tools & Capabilities - Part 2

azure iac PlatformEngineering

An overview of useful tools across the different capability areas related to Platform Engineering - Part 2/2.