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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 Traffic Actually Moves Between Your Host and Virtual Machines

How Traffic Actually Moves Between Your Host and Virtual Machines

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3 min read
No Trading Firewall: The Publish Gate That Blocks Token Calls

No Trading Firewall: The Publish Gate That Blocks Token Calls

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5 min read
Add a 50x+ faster duplicate-code gate to GitHub Actions with jscpd-rs

Add a 50x+ faster duplicate-code gate to GitHub Actions with jscpd-rs

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5 min read
The Most Confusing Thing in VirtualBox: Networking Explained

The Most Confusing Thing in VirtualBox: Networking Explained

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3 min read
When 8 GPUs Is All You Need

When 8 GPUs Is All You Need

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3 min read
AWS Just Defined AgentOps. Here's What Amazon Bedrock AgentCore Actually Changes About Running Agents in Production.

AWS Just Defined AgentOps. Here's What Amazon Bedrock AgentCore Actually Changes About Running Agents in Production.

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5 min read
LangGraph vs AutoGen in 2026: Which AI Agent Framework Actually Ships to Production?

LangGraph vs AutoGen in 2026: Which AI Agent Framework Actually Ships to Production?

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3 min read
Why ClickHouse Monitoring is Difficult at Scale

Why ClickHouse Monitoring is Difficult at Scale

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4 min read
Why LLM Outputs Break Production Systems (and What I Built to Prevent It)

Why LLM Outputs Break Production Systems (and What I Built to Prevent It)

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2 min read
Observability in AI: Why Monitoring Systems Is No Longer Enough

Observability in AI: Why Monitoring Systems Is No Longer Enough

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5 min read
ECS Fargate Best Practices: Running a Fleet of 10+ Environments Without the Pain

ECS Fargate Best Practices: Running a Fleet of 10+ Environments Without the Pain

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11 min read
DAG TOML: How I Turned Four Months of Code-Review Pain into a Machine-Checkable Planning Format

DAG TOML: How I Turned Four Months of Code-Review Pain into a Machine-Checkable Planning Format

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10 min read
AWX Workflow Templates & Schedules — My DevOps Journey

AWX Workflow Templates & Schedules — My DevOps Journey

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5 min read
Kubernetes vs Docker (2026): What's the Difference and Which Should You Learn First?

Kubernetes vs Docker (2026): What's the Difference and Which Should You Learn First?

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8 min read
How Datacenters Actually Work: A Walk Through the Building Nobody Sees

How Datacenters Actually Work: A Walk Through the Building Nobody Sees

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7 min read
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