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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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The Winner of the AI-Pocalypse? The Full-Stack Generalist (But Probably Later Instead of Sooner)

Parallels to 2010 industry shifts

The Winner of the AI-Pocalypse? The Full-Stack Generalist (But Probably Later Instead of Sooner)

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5 min read
Defense in Depth for an Agent That Will Definitely Screw Up

Defense in Depth for an Agent That Will Definitely Screw Up

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5 min read
Write your error states for a stranger three months from now, not for yourself today

Write your error states for a stranger three months from now, not for yourself today

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4 min read
Your runtimes have an expiry date. I baked the EOL calendar into the app so it works offline.

Your runtimes have an expiry date. I baked the EOL calendar into the app so it works offline.

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4 min read
Gartner Says 40% of AI Agents Will Be Decommissioned by 2027. The Kill Switch Is Why.

Gartner Says 40% of AI Agents Will Be Decommissioned by 2027. The Kill Switch Is Why.

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3 min read
I built a GitHub App that auto-generates adversarial tests for AI-written code — here's how it works

I built a GitHub App that auto-generates adversarial tests for AI-written code — here's how it works

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2 min read
The #3 Production Killer in Your LiteLLM Setup: Key Cache Invalidation (and How to Fix It)

The #3 Production Killer in Your LiteLLM Setup: Key Cache Invalidation (and How to Fix It)

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3 min read
Reconciling 8 IP-reputation feeds into one verdict: averaging is the wrong default

Reconciling 8 IP-reputation feeds into one verdict: averaging is the wrong default

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5 min read
I posted about the same problem on Social media for 4 weeks before writing any code. Here is what I found.

I posted about the same problem on Social media for 4 weeks before writing any code. Here is what I found.

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4 min read
Day 26 of 100 Days of ClickHouse: Understanding Distributed Tables

Day 26 of 100 Days of ClickHouse: Understanding Distributed Tables

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4 min read
🛡️ The Secret Vault: Guarding Your App Like a Jedi with the Force

🛡️ The Secret Vault: Guarding Your App Like a Jedi with the Force

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5 min read
Structured Logging That Actually Helps Debugging at 3 AM

Structured Logging That Actually Helps Debugging at 3 AM

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8 min read
An 8-minute outage from a dead NLB and a JVM that cached DNS forever

An 8-minute outage from a dead NLB and a JVM that cached DNS forever

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4 min read
AWS DevOps Certification in 2026: Everything You Need to Know Before You Start

AWS DevOps Certification in 2026: Everything You Need to Know Before You Start

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7 min read
Loki Multi-Cluster Log Aggregation Across AWS Regions

Loki Multi-Cluster Log Aggregation Across AWS Regions

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10 min read
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