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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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How a Simple Python Validator Prevents Config Outages

How a Simple Python Validator Prevents Config Outages

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3 min read
VICIdial Call Recording: The Storage Math Nobody Does Until It's Too Late

VICIdial Call Recording: The Storage Math Nobody Does Until It's Too Late

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4 min read
Tips for passing CKAD exam at 1st attempt (2026 Edition)

Tips for passing CKAD exam at 1st attempt (2026 Edition)

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4 min read
VICIdial Carrier Selection: SIP Trunks, Rates & Quality

VICIdial Carrier Selection: SIP Trunks, Rates & Quality

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29 min read
Device State Is Not What Your Devices Report. It Is What Your Infrastructure Decides. Most Infrastructure Was Never Designed to Make That Decision.

Device State Is Not What Your Devices Report. It Is What Your Infrastructure Decides. Most Infrastructure Was Never Designed to Make That Decision.

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7 min read
GitHub Copilot drops flat-rate billing. The token era has arrived.

GitHub Copilot drops flat-rate billing. The token era has arrived.

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2 min read
🐧 VMware to KVM migration guide — common pitfalls and how to avoid them

🐧 VMware to KVM migration guide — common pitfalls and how to avoid them

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7 min read
I Tried Four Wrong Ways to Configure a Voyage AI API Key. The Fifth One Worked.

I Tried Four Wrong Ways to Configure a Voyage AI API Key. The Fifth One Worked.

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4 min read
Blockchain Education Platforms with Job Placement

Blockchain Education Platforms with Job Placement

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2 min read
[Side B] Breaking Free from Vibe Coding Fatigue: A Practical Record of Building an OSS with 'Spec-First AI Development'

[Side B] Breaking Free from Vibe Coding Fatigue: A Practical Record of Building an OSS with 'Spec-First AI Development'

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8 min read
Building Production-Grade AI Agents with MCP: A Complete Guide for 2026

Building Production-Grade AI Agents with MCP: A Complete Guide for 2026

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8 min read
VICIdial Clustering: What Breaks at Scale and How to Fix It

VICIdial Clustering: What Breaks at Scale and How to Fix It

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4 min read
Output assertions: the cron job check most monitoring tools skip

Output assertions: the cron job check most monitoring tools skip

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3 min read
Kubernetes GPU Scheduling Patterns for AI Workloads at Scale

Kubernetes GPU Scheduling Patterns for AI Workloads at Scale

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6 min read
Atomic Scaffolding: How scbake Prevents Configuration Mishaps

Atomic Scaffolding: How scbake Prevents Configuration Mishaps

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4 min read
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