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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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MLOps for JavaScript Developers: Deploy and Monitor Your First AI Model in Production

MLOps for JavaScript Developers: Deploy and Monitor Your First AI Model in Production

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5 min read
AI Testing and Validation: How to Test Your Machine Learning Models Before Production

AI Testing and Validation: How to Test Your Machine Learning Models Before Production

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6 min read
GitHub Copilot SDK - Build AI-Powered DevOps Agents for Your Own Apps

GitHub Copilot SDK - Build AI-Powered DevOps Agents for Your Own Apps

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12 min read
Your GCP Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

Your GCP Account is AI-Ready: Deploy your first AI endpoint with Terraform in 10 minutes⚡

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7 min read
How to sandbox AI agents in 2026: Firecracker, gVisor, runtimes & isolation strategies

How to sandbox AI agents in 2026: Firecracker, gVisor, runtimes & isolation strategies

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18 min read
Kubernetes Made Simple: How It Works Using Real-World Analogies

Kubernetes Made Simple: How It Works Using Real-World Analogies

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2 min read
The Build vs. Buy Trap: Why You Should Be Assembling Instead

The Build vs. Buy Trap: Why You Should Be Assembling Instead

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3 min read
Solved: Win11 powershell for hardening new laptop

Solved: Win11 powershell for hardening new laptop

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4 min read
Solved: Formula – Date Diff – can anyone explain this result?

Solved: Formula – Date Diff – can anyone explain this result?

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5 min read
My AI Escaped Its Container and Did Everything — Except Review Its Own Code

My AI Escaped Its Container and Did Everything — Except Review Its Own Code

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5 min read
From Code to Cloud: Why Deployment Knowledge Is Now a Core Developer Skill

From Code to Cloud: Why Deployment Knowledge Is Now a Core Developer Skill

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5 min read
My AI Agent Lost Its Memory — Here's How It Fixed Itself

My AI Agent Lost Its Memory — Here's How It Fixed Itself

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6 min read
API Rate Limits & Throttling: What's Actually Happening and How to Fix It

API Rate Limits & Throttling: What's Actually Happening and How to Fix It

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7 min read
Solved: How do you get Finance to recognise new RI/SP purchases as P&L (Structural) savings instead of Cost Avoidance?

Solved: How do you get Finance to recognise new RI/SP purchases as P&L (Structural) savings instead of Cost Avoidance?

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5 min read
How I stopped my team from breaking CI with missing .env variables

How I stopped my team from breaking CI with missing .env variables

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2 min read
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