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When I Tried Doing Everything With AI, It Backfired

There was a phase where I started pushing AI into everything. Writing with AI. Planning with AI. Coding with AI. Research with AI. Even thinking throu…

aiwebdevdevopsbeginners
Dev.to Apr 29, 2026, 05:16 UTC
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Tips for passing CKAD exam at 1st attempt (2026 Edition)

How it all started Last year we got news: our new client would be using Kubernetes extensively. I was both excited and scared, as I had only limited e…

kubernetescertificationckaddevops
Dev.to Apr 28, 2026, 20:53 UTC
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I wanted jq with memory, time ranges, and filters. So I built logdive

Your app is in production. Something broke at 2am. Your options are: grep through a rotated log file, squinting at terminal output. Chain together hal…

rustopensourceshowdevdevops
Dev.to Apr 28, 2026, 18:00 UTC
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Building a Smart Security Guard for Your Server 🛡️

This project is part of the HNG DevOps internship (Stage 3), and trust me, it sounds way more complicated than it actually is. Let's break it down tog…

devopsmonitoringsecuritytutorial
Dev.to Apr 28, 2026, 17:12 UTC
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Cloudflare R2 vs S3 for VPS Hosting Workloads

If you’re deciding cloudflare r2 vs s3 for a VPS-hosted app, the “best” object storage isn’t about brand loyalty—it’s about egress, latency, and how m…

cloudawsvpsdevops
Dev.to Apr 28, 2026, 14:05 UTC
EN

Why AI Is Breaking Your API Security Model (And Nobody on Your Team Notices)

Your API gateway is lying to you. While you’ve been perfecting your OAuth flow and rate-limiting on the front door, AI has been busy building back doo…

securityaiapidevops
Dev.to Apr 28, 2026, 12:10 UTC
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4 Security Headers Every Website Should Have

4 Security Headers Every Website Should Have As web developers and agencies, we're constantly building and optimizing. While performance and features …

webdevsecuritydevopstutorial
Dev.to Apr 28, 2026, 10:00 UTC
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After Knowledge, Discipline

Anatomy of a Claude Code setup that pays for itself The most common reaction when I show people my Claude Code workflow is some version of: "isn't tha…

claudeaiproductivitydevops
Dev.to Apr 28, 2026, 09:04 UTC
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Stop Putting Credentials in Environment Variables: Secret Management for DevOps Teams

Originally published on TechSaaS Cloud Originally published on TechSaaS Cloud Stop Putting Credentials in Environment Variables Environment variables …

webdevtutorialprogrammingdevops
Dev.to Apr 28, 2026, 06:00 UTC
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CI/CD Pipeline Optimization: From 20-Minute to 3-Minute Builds

Originally published on TechSaaS Cloud Originally published on TechSaaS Cloud CI/CD Pipeline Optimization: From 20-Minute to 3-Minute Builds Real numb…

webdevtutorialprogrammingdevops
Dev.to Apr 28, 2026, 06:00 UTC
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Detecting & Blocking Anomalous Traffic with Cloud Anomaly Detector

A lightweight, containerized anomaly detection system that monitors traffic in real time, detects abuse patterns, and automatically blocks malicious I…

programmingpythondevopsaws
Dev.to Apr 28, 2026, 02:38 UTC
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How I Built a Rust CLI Tool That Beats POSIX diff (and Saved My CI/CD Pipelines)

We’ve all been there. It’s a Friday afternoon, a deployment just went out, and suddenly the production reporting service crashes. After an hour of fra…

rustdevopscliopensource
Dev.to Apr 28, 2026, 01:50 UTC
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The SocialCraft AI Rendering Lifecycle: From Prompt to MP4

1. Introduction: The Programmatic Cinema Paradigm In traditional post-production, video editing is a manual, destructive process. Editors manipulate c…

aiprogrammingdevopstesting
Dev.to Apr 28, 2026, 00:51 UTC
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How to Track and Control AI Coding Assistant Costs Before They Spiral

The bill arrived, and it was ugly. I'd been happily using AI-powered code completion across three projects — a React dashboard, a Go microservice, and…

aiproductivitydevopsbeginners
Dev.to Apr 28, 2026, 00:42 UTC
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Why Coding Agents Will Break Your CI/CD Pipeline (and How To Fix It)

Read this article on Signadot . Every engineering leader I speak with lately is quietly asking the exact same question. The conversation has shifted e…

devopsaikubernetestesting
Dev.to Apr 27, 2026, 15:05 UTC
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Understanding Data Center Redundancy: Power, Cooling, and Network Explained

Designing High Availability: The Role of Redundancy in Data Centers When we talk about high availability in infrastructure, redundancy is usually the …

datacentercloudcomputinginfrastructuredevops
Dev.to Apr 27, 2026, 12:03 UTC
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Tesla, Meta, and Google: Nearly $350B in 2026 AI Capex

Book: LLM Observability Pocket Guide Also by me: AI Agents Pocket Guide My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude C…

aiarchitecturedevopsllm
Dev.to Apr 27, 2026, 11:11 UTC
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GKE Gateway API: Full Setup & Troubleshooting Runbook

I recently went through the full process of setting up GKE Gateway API on a production-grade cluster — Fleet registration, controller enablement, Helm…

kubernetesgkedevopscloud
Dev.to Apr 27, 2026, 11:04 UTC
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🚀 OathMesh v1.0.0-rc.1: Zero-Trust API Keys That Survive the Real World

Replacing static API keys with 5-minute, self-destructing Ed25519 tokens sounds great—until your Redis node dies, NTP drifts, or you realize you have …

securitymicroservicesgodevops
Dev.to Apr 27, 2026, 10:52 UTC
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Microservices: A Practical Crash Course for Engineers Who Actually Ship

Microservices: A Practical Crash Course for Engineers Who Actually Ship Microservices have become one of the most discussed architectural patterns in …

microservicesbackendsystemdesigndevops
Dev.to Apr 27, 2026, 06:55 UTC
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The Problem Isn’t AI. It’s How We’re Using It

I’ve been using and researching its impact on society. Not casually, seriously. The Observation Almost every criticism I hear about AI sounds the same…

aiwebdevbeginnersdevops
Dev.to Apr 27, 2026, 05:01 UTC
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Future Outlook & Operating Model

The Catalyst: A System, Not a Demo OpenClaw stops being a toy the day you run it for a week : models change, skills update, logs grow, and someone new…

aiarchitecturedevopsopenclaw
Dev.to Apr 27, 2026, 02:07 UTC
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What Is Sovereign?

Sovereign is the Supreme Ruler of the Lemmings . The word is Sovereign - sov - ver - n . It's known as a noun and a sovereign is a supreme ruler, such…

webdevproductivitydevopsdiscuss
Dev.to Apr 26, 2026, 16:53 UTC
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Stop hardcoding! Use AWS Parameter Store instead (Hands-On)

Stop hardcoding! Use AWS Parameter Store instead (Hands-On) This article is a practical guide for DevOps engineers who want to manage configuration an…

awsdevopssecuritytutorial
Dev.to Apr 26, 2026, 14:54 UTC
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Postgres Database, Data Types in Postgres , and The Write Penalty (2026)

BACKEND ARCHITECTURE MASTERY Day 8: Databases Part 1 - Postgres, orjson, and The Physics of Writes 15 min read Series: Logic & Legacy Day 8 / 30 L…

programmingpythondevopswebdev
Dev.to Apr 26, 2026, 11:52 UTC
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Why Diff Tools Lie: Detecting Hidden File Changes with PowerShell Hash Verification

Version 1.0.0 File modification detection sounds simple until you realise that timestamps can be forged, file sizes can stay identical while content c…

powershellsecuritydevopstutorial
Dev.to Apr 26, 2026, 11:05 UTC
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When my RL agent started writing about Star Wars instead of fixing servers

A Sunday-morning postmortem on teaching a 3B model to do enterprise IT triage with GRPO. It's 1 AM on a Sunday. The Meta × PyTorch OpenEnv Hackathon s…

agentsdevopsllmmachinelearning
Dev.to Apr 26, 2026, 10:54 UTC
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Prowler is great. Here's what to do with 400 findings.

If you've never heard of Prowler, you're not alone. I built my own AWS security scanner before I stumbled across it. Read the landing page, had a quie…

awssecuritydevopscloud
Dev.to Apr 26, 2026, 08:54 UTC
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DevSecOps in Practice: Tools That Actually Catch Vulnerabilities - Part 1

Secret Scanning with Gitleaks I have built a deliberately vulnerable Flask app to use as a target for building a real DevSecOps pipeline. The repo is …

cicddevopssecuritytutorial
Dev.to Apr 26, 2026, 08:48 UTC
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Stop flying blind on flaky tests — pytest-cloudreport gives you HTML reports and cross-run history

If you've ever stared at a CI failure that passes locally, or watched the same test flap for the third time this week with no idea how often it's actu…

pythonpytesttestingdevops
Dev.to Apr 26, 2026, 07:04 UTC

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