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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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Why AI provenance tools fail when their layers disagree

Why AI provenance tools fail when their layers disagree

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2 min read
Why Your Kubernetes Cost Optimizations Stay Manual (And What Actually Helps)

Why Your Kubernetes Cost Optimizations Stay Manual (And What Actually Helps)

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2 min read
SSH Hardening on Linux: What Most Tutorials Skip

SSH Hardening on Linux: What Most Tutorials Skip

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2 min read
CI/CD That Actually Works: GitHub Actions + Preview Deploys (2026)

CI/CD That Actually Works: GitHub Actions + Preview Deploys (2026)

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7 min read
My CI/CD Architecture

My CI/CD Architecture

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1 min read
From Zombie Connections to XactSync: A Post-Mortem on Aurora Postgres CPU Spikes

From Zombie Connections to XactSync: A Post-Mortem on Aurora Postgres CPU Spikes

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7 min read
Source Score: Continuing Exploration of LLM Usage in Automated Workflows

Source Score: Continuing Exploration of LLM Usage in Automated Workflows

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8 min read
'Verified' changed meaning: what agentic engineering demands from development teams

'Verified' changed meaning: what agentic engineering demands from development teams

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3 min read
Database Migration Strategies That Actually Work in Production

Database Migration Strategies That Actually Work in Production

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4 min read
Technical Reference Manual: SCAN Module (MIRAGE)

Technical Reference Manual: SCAN Module (MIRAGE)

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4 min read
Why Developers Are Looking Beyond the Cloud

Why Developers Are Looking Beyond the Cloud

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7 min read
The Most Dangerous AI Product Metric Is Autonomy

The Most Dangerous AI Product Metric Is Autonomy

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3 min read
Go Unit Testing: Structure & Best Practices

Go Unit Testing: Structure & Best Practices

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8 min read
The AI Free Ride Is Over: Why Your Token Bill Is About to Skyrocket

The AI Free Ride Is Over: Why Your Token Bill Is About to Skyrocket

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5 min read
Bumblebee vs OSV-Scanner: Two Takes on Supply Chain Scanning

Bumblebee vs OSV-Scanner: Two Takes on Supply Chain Scanning

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4 min read
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