DevOps for Developers: Reducing Cognitive Load and Boosting Transparency
For many developers, DevOps feels like unfamiliar, overcomplicated territory filled with tangled pipelines, cloud infrastructure nuances, and containe…
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The Case for a Dedicated Reliability Engineer
Many engineering teams treat reliability as 'everyone's responsibility.' In practice, that means it's nobody's responsibility. Here's why you need som…
Inference Theft Is the New AI App Security Bug: How to Protect Your LLM Endpoints
If your app exposes an AI endpoint, your most expensive infrastructure might now be the easiest one to abuse. A normal HTTP request is cheap. A single…
Oneconfig: A CLI That Detects Your Stack and Provisions Your Dev Environment
Every repo has the same onboarding ritual: figure out the stack, install the right tools, start the right services, and hope the README is still accur…
What is Kubernetes? The Technology Behind Modern Cloud Applications
Understanding the technology that manages millions of containers every day. Imagine you have built a Docker container for your application. Everything…
"The AI did it" won't save you when EU regulators come knocking
The EU Cyber Resilience Act has been on everyone's "we'll deal with it later" list since it entered into force in December 2024. Later is arriving: vu…
Agentic Ops: How I Shipped My Vibe-Coded Game to Production
Over the weekend, I vibe coded a cooking game. You combine random ingredients, and the game generates a dish with a score and a snarky review — stuff …
Ghostty Is Leaving GitHub, and It Won't Be the Last
When Mitchell Hashimoto, the creator of Vagrant, Terraform, and Ghostty, writes a breakup letter, people listen. And on April 28, 2026, he wrote one t…
Apache Kafka End of Life: Kafka Versions EOL Every 4 Months — Are You Behind?
Apache Kafka's release cadence is fast. A new minor version ships roughly every four months. EOL dates arrive quickly — and because Kafka sits at the …
CentOS is Dead: CentOS 7 EOL June 2024, CentOS 8 EOL Dec 2021 — Your Migration Options
CentOS was the backbone of enterprise Linux infrastructure for nearly two decades. Free. Stable. Binary-compatible with RHEL. The obvious choice for t…
Veeam Backup & Replication End of Life: What EOL Backup Software Means for Your Compliance Posture
Veeam Backup & Replication is deeply embedded in enterprise infrastructure. It's also one of those products that teams install, configure, and the…
My test suite was green. My software was lying to me.
My CI was green. 1,885 tests, 66 packages, zero failures. go vet clean. The build was a single self-contained binary. By every signal a Go project giv…
Apache Tomcat End of Life: Tomcat 9 is EOL — Migration Guide to Tomcat 10/11
Apache Tomcat 9 reached end of life on December 31, 2025 . No more security patches. No more CVE fixes. Every vulnerability disclosed from January 1, …
Automate Kubernetes Image Vulnerability Scanning
Security in a cloud-native environment is only as strong as its weakest link. A recent security audit revealed a critical gap: container images were b…
I Tested Every Web Scraping Tool Against Lazada — Here's What Actually Works (May 2026)
I came across Scrapling through a recommendation on X and decided to put it through its paces — not against a demo page, but against Lazada Singapore,…
Your CI Pipeline Is Lying to You — 5 Signals You're Ignoring (And How to Fix Them)
Your CI pipeline is green. Deployments go through. The team ships features on time. Everything looks fine. But look closer. That "green" pipeline is a…
AI Code Drift in the Wild: A Scarab Diagnostic Repair Pass
Scarab Field Test: Repairing an AI-Generated App Without Guessing Its Intended Baseline I’ve been building Scarab Diagnostic Suite around a problem I …
Why Your MCP Integrations Break Silently — And How We Built DriftGuard to Close the Gap
Every integration team has lived the same incident: a dependency changed its contract, nothing failed in CI, and production broke on a Tuesday anyway.…
Why Jira Is Still the Best Tool for Defect Monitoring and Complex Task Management
Modern software teams move fast. Features are released continuously, bugs need immediate attention, and projects often involve multiple teams working …
Not All Open Source Is Equal: Choosing a PostgreSQL Operator for Kubernetes in 2026
Choosing an open source PostgreSQL operator for Kubernetes used to be a question about features and community size. In 2026, it has become a question …
What Is the Difference Between Cloud Cost Optimization and Cloud Cost Management?
Cloud cost management and cloud cost optimization are often used interchangeably but they solve different problems. Understanding the distinction matt…
How to Run Untrusted AI Agent Code Without Docker
Docker shares the host kernel. That was always the trade. It was fine when a human read the script before it ran. It stopped being fine the second an …
I Deployed My Go Backend to a Real VPS. Here's Exactly What Happened.
In Part 14 , I finished HMAC webhook signing. The backend was complete — JWT auth, PostgreSQL, Redis caching, rate limiting, circuit breaker, worker p…
How a 2.8ms Network Delta Nearly Broke Our 7 TB Oracle to Amazon RDS Migration
Cross-posted from my infrastructure postmortem series at pavanbhatia.hashnode.dev . At 1:40 AM on Sunday, our 7 TB Oracle-to-Amazon RDS migration was …
Nutanix AHV Operations: What Changes After VMware Migration
The operational friction begins after the migration succeeds. Workloads are running. Clusters are stable. Teams declare victory — then discover that p…
Designing a Resilient Media Orchestration System: Event-Driven Architecture with Real-Time AI
Designing a Resilient Media Orchestration System: Event-Driven Architecture with Real-Time AI Every content team eventually faces the same wall: you'v…
OpenAI vs Anthropic vs Bedrock vs Vertex vs Gemini: True per-token cost in 2026
Per-token list prices hide the actual cost of running production LLM workloads. We measured a 340% variance between advertised pricing and real monthl…
LLM-Manager: Orchestrating Ollama and Llama.cpp with Pure Bash
LLM-Manager is a lightweight, modular Bash suite with a dual JSON/Interactive interface designed to manage local and remote inference engines across L…
Stop Shipping Secrets in Jenkins: A Look at Secret Guard
Stop Shipping Secrets in Jenkins: A Look at Secret Guard If you’ve run Jenkins for long enough, you’ve probably seen this happen: a token hardcoded in…
From "Who Wrote This?" to "Provenance, Actioned": Making AI-origin code obvious during review
TL;DR: The most useful provenance is actionable provenance. Instead of storing prompts like a dusty audit log, surface them where decision-makers work…