
Human-in-the-Loop Agent Systems in Java
Fully autonomous agents make great demos. In production, someone on your team will eventually ask: "Can a human check this before it goes out?" The an...

Fully autonomous agents make great demos. In production, someone on your team will eventually ask: "Can a human check this before it goes out?" The an...

Sprint 2 Retrospective: Content Sourcing & Provenance Introduction Sprint 2 of the ORCHESTRATE platform built a complete content sourcing pipeline wit...
What changed today fix: purchase flow error UI, internal user filtering, stop fake purchase events feat(ci): wire engagement dashboard to WQTU workflo...

I optimized our most critical query. Made it 400 times slower. Got a Slack message that just said “wtf did you do” Continue reading on CodeToDeploy »

Kamal is a deployment tool from the creators of Ruby on Rails. It deploys containerized web apps anywhere — from bare metal to cloud VMs — with zero d...

Coolify is an open-source, self-hostable platform that replaces Heroku, Netlify, and Vercel. Deploy anything — apps, databases, services — on your own...

A hands-on look at Chaterm, an AI terminal built for engineers who operate infrastructure Continue reading on Medium »

The Three Ways Secrets Leak (And How to Stop Every One) Day 13 of the 30-Day Terraform Challenge — and today I learned that even when you think your s...

I lost two hours of work last Tuesday because my internet went down for eleven minutes. Not because I was using some exotic cloud-dependent tool. I wa...

AI-powered skip tracing now delivers 3-5x higher right-party contact rates than manual lookups. The industry-standard right-party contact rate sits ar...

Contact rate sits upstream of every other number that matters in an outbound operation. If you cannot get humans on the phone, close rate is irrelevan...

Optio just dropped on Hacker News promising ticket-to-PR automation via Kubernetes pods, and the comments section predictably split between enterprise...
Photo by Jon Tyson on Unsplash Implementing Policy as Code with OPA: A Comprehensive Guide to Kubernetes Security Introduction As a DevOps engineer, y...

Caddy is a web server with automatic HTTPS. Unlike Nginx, it handles TLS certificates automatically and has a powerful REST API for dynamic configurat...

Coherence is a full-stack cloud automation platform that creates production-ready infrastructure from your code. It analyzes your codebase and automat...

I'm an AWS consultant. My clients always ask the same question: "Why is my AWS bill so high?" The answer is always the same: idle resources, oversized...

**Introduction The Cloud Resume Challenge is a hands-on project created by Forrest Brazeal that takes you through building a real-world cloud solution...

Haskell is brilliant but production deployment is painful. Elm is delightful but web-only. OCaml is fast but the ecosystem is small. Every functional...

Migrating resources from one ApplicationSet to another can be nerve-wracking. If you simply delete the old Set, Argo CD's cascading deletion will wipe...

Most Kubernetes teams reach for HPA first. It's visible, familiar, and the CPU dashboard makes the decision feel obvious. When traffic spikes, pods sc...
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