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Do Not Add an LLM Router Until You Can Defend Each Downgrade
50+ min ago (245+ words) When an LLM bill grows, the tempting answer is a blanket model downgrade. That is usually the wrong first move. A support classification, a retrieval rewrite, and a complex planning step do not have the same failure cost. The useful…...
How to deploy a website from VS Code
1+ hour, 57+ min ago (1618+ words) To deploy a website from Visual Studio Code (VS Code), you push your project from your computer to a hosting provider so it goes live at a public URL. The two main ways to deploy a website from VS Code…...
The Log Is Not Just the Agent — It's the Only Thing Keeping Your Autonomous System Honest
53+ min ago (697+ words) I run a multi-agent system in production. No human in the loop for most decisions. That means when something goes wrong at 3am, the log is the only witness. This is what I learned after a silent pipeline failure ate six…...
Service Level Objectives for Complex Microservices
1+ hour, 29+ min ago (317+ words) A SLO that works for a monolith often collapses when you distribute the same logic across 30 services. The math of availability is unforgiving. If your service depends on 5 others, each at 99.9%, your realistic ceiling is 0.999^5 = 99.5%. That 0.4% gap eats your entire…...
Git: The Fellowship of the Commit – Best Practices for Solo Devs and Teams
3+ hour, 30+ min ago (564+ words) I still remember the first time I tried to track down a bug that only showed up after midnight. I opened my terminal, typed git log, and was greeted by a wall of commits that read like a toddler’s grocery…...
Stop Paying AWS Just to Test Your Code Locally
3+ hour, 20+ min ago (289+ words) Every developer building on AWS eventually runs into the same frustrations: waiting for deployments just to verify a small change, needing an internet connection for local development, watching cloud costs grow during testing, and discovering issues in CI that could…...
Label-Driven Agentic Workflows: Building Autonomous Software Pipelines Without a Workflow Engine
4+ hour, 11+ min ago (757+ words) TL;DR: Instead of building yet another orchestration layer, use the labels in your existing issue... Tagged with ai, architecture, software, devops....
Game Server DDoS Defense: 14 Steps, 90 Min [2026]
3+ hour, 45+ min ago (1207+ words) The numbers below come from Cloudflare, Microsoft, and independent DDoS trackers publishing through mid-2026. Use them to size your defense: if you’re running a 20-player Valheim server for friends, you don’t need the enterprise tier, but you do need every layer…...
Run Coding Agents With Supervised Sessions - Use Cases Docs
5+ hour, 16+ min ago (880+ words) Use the builtin coding-agent template when an application needs to run Codex, Claude Code, OpenCode, or Pi inside the same Sandbox0 execution environment. The template installs all four native CLIs and declares /workspace as its writable mount point. Each coding agent…...
How to Manage Dotfiles with GNU Stow (and Rebuild Your Whole Ubuntu Server in One Command)
5+ hour, 2+ min ago (1083+ words) Every time I got a fresh Ubuntu VPS, I lost half a day to the same ritual: install zsh, copy over my.zshrc, remember which tools I had on the old machine, fix the bat vs batcat mess, reconfigure tmux,…...