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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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Cron Builder: Multi-Dialect Cron Expression Builder with Next-Run Preview

Cron Builder: Multi-Dialect Cron Expression Builder with Next-Run Preview

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2 min read
Reverse-Engineering Category Strategy: Analyzing Assortment Mix with Node.js

Reverse-Engineering Category Strategy: Analyzing Assortment Mix with Node.js

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5 min read
Topology-Aware AI Agents for Observability: Automating SLO Breach Root Cause Analysis

Topology-Aware AI Agents for Observability: Automating SLO Breach Root Cause Analysis

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5 min read
Exploratory Testing: A Comprehensive Guide

Exploratory Testing: A Comprehensive Guide

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9 min read
Preview Mode First: Agent Plans as PRs (Plan Diff + Invariants)

Preview Mode First: Agent Plans as PRs (Plan Diff + Invariants)

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3 min read
The Asynchronous Deception: How GPT-5.4 Exposes the Blind Spot in Streaming AI Performance

The Asynchronous Deception: How GPT-5.4 Exposes the Blind Spot in Streaming AI Performance

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3 min read
Week 2 - The AI Cold Start That Breaks Kubernetes Autoscaling

Week 2 - The AI Cold Start That Breaks Kubernetes Autoscaling

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3 min read
The Functional Lockdown: Wikipedia Exposes Our Observability Blind Spot to Security Breaches

The Functional Lockdown: Wikipedia Exposes Our Observability Blind Spot to Security Breaches

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4 min read
The "AI Sandwich" of Future Tech Jobs

The "AI Sandwich" of Future Tech Jobs

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2 min read
Setting Up Self-Hosted Runners As Pods

Setting Up Self-Hosted Runners As Pods

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6 min read
Right-Sizing Your DevOps Stack

Right-Sizing Your DevOps Stack

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11 min read
How to Prevent AI Agent Cron Jobs from Silently Looping Forever

How to Prevent AI Agent Cron Jobs from Silently Looping Forever

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2 min read
Automated Vulnerability Scanning for Homelab Containers with Trivy + AI

Automated Vulnerability Scanning for Homelab Containers with Trivy + AI

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2 min read
Security as a Profit Center: Why Your Economic Firewall Pays for Itself

Security as a Profit Center: Why Your Economic Firewall Pays for Itself

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4 min read
AWS for Developers: The Services You Actually Need to Know (Beginner-> Production)

AWS for Developers: The Services You Actually Need to Know (Beginner-> Production)

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3 min read
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