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# devops

Content centering around the shifting left of responsibility, deconstruction of responsibility silos, and the automation of repetitive work tasks.

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Kubernetes Autoscaling Myths: Why HPA Alone Won’t Fix Your Resource Problems

Kubernetes Autoscaling Myths: Why HPA Alone Won’t Fix Your Resource Problems

2
Comments
7 min read
Terraform vs OpenTofu in 2026: I'm still on Terraform at work — and here's the honest math

Terraform vs OpenTofu in 2026: I'm still on Terraform at work — and here's the honest math

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7 min read
Why Most Teams Overestimate Their AI Readiness (It’s an Architecture Problem)

Why Most Teams Overestimate Their AI Readiness (It’s an Architecture Problem)

2
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4 min read
Debugging ECS deployment failures: the complete playbook

Debugging ECS deployment failures: the complete playbook

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1 min read
The Dog, The Fish, The Chick, and The Duck - A Developer Story

The Dog, The Fish, The Chick, and The Duck - A Developer Story

2
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1 min read
Stop Using AI Just for Code Completion — Here's a Workflow That Covers Your Entire SDLC

Stop Using AI Just for Code Completion — Here's a Workflow That Covers Your Entire SDLC

5
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16 min read
Solved: Why NAT Gateway is so expensive?

Solved: Why NAT Gateway is so expensive?

1
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5 min read
Understanding AWS Autoscaling with Grafana

Understanding AWS Autoscaling with Grafana

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4 min read
A better home for your automated test results

A better home for your automated test results

1
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4 min read
The Hidden Layer of AI Systems Nobody Talks About: Evaluation

The Hidden Layer of AI Systems Nobody Talks About: Evaluation

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3 min read
I Audit AWS Accounts. 8 Out of 10 Have This GitHub Actions Backdoor.

I Audit AWS Accounts. 8 Out of 10 Have This GitHub Actions Backdoor.

1
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5 min read
AI Cost Firewall: An OpenAI-Compatible Gateway That Cuts LLM Costs by 75%

AI Cost Firewall: An OpenAI-Compatible Gateway That Cuts LLM Costs by 75%

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7 min read
Stop Drowning in CI Noise: QAI Agent Clusters Your Test Failures and Tells You What Actually Broke

Stop Drowning in CI Noise: QAI Agent Clusters Your Test Failures and Tells You What Actually Broke

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3 min read
functions, count, for_each, dynamic blocks, and production-style structure,

functions, count, for_each, dynamic blocks, and production-style structure,

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2 min read
Solved: When do you decide to stop a PPC campaign?

Solved: When do you decide to stop a PPC campaign?

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5 min read
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