Articles

Cloud operations, AI infrastructure, and DevOps

May 19, 2026

Two models, two jobs

Most AI agent systems run every call through the most capable model the budget allows. It's the simplest thing to build and the easiest thing to explain. It's also the reason their unit economics beha...

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April 4, 2026

Understanding AWS Hosting Costs Per Client

Most digital agencies running client sites on AWS can't answer a simple question: how much does it cost to host Client X? They know the total AWS bill. They might know the rough cost of the largest in...

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April 4, 2026

What to Do After an AWS Security Incident

You just dealt with a security incident in your AWS account. Maybe compromised credentials, maybe an exposed S3 bucket, maybe an EC2 instance running a crypto miner. The immediate fire is out. Now com...

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April 4, 2026

How to Actually Reduce Your AWS Bill

Your AWS bill is higher than it should be. That's not an assumption — it's a near-universal truth. AWS's own data suggests most organisations overspend by 20-35%, and independent analyses put the figu...

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