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Disclaimer Effective date: June 9, 2026 The information on Private Labs (private-labs.com) is published in good faith and for general informational and educational purposes only. By using this site, you accept the terms below. General Information Only All content here — guides, tutorials, code snippets, and opinions — reflects the author’s own experience at the

Tools & Reviews Honest, hands-on reviews and comparisons of the developer tools I actually use. Tradeoffs spelled out, no sponsored fluff — just what’s worth your money and what isn’t. All Tools & Reviews Cursor AI vs. GitHub Copilot: Which Is Worth It? A head-to-head between the two most popular AI coding assistants, from real

Prompts Prompt engineering that survives real workloads — system prompts, production patterns, and the techniques that actually move output quality, not demo tricks. All Prompt Guides 10 Prompt Engineering Tips That Actually Work in Production The prompting patterns that hold up under real workloads, tested across actual projects. The System Prompt That Turns Claude into

Problem Solving The errors, environment issues, and Git situations every developer eventually hits — and exactly how I fixed them. Written from real debugging sessions, with the gotchas left in so you don’t repeat them. All Problem Solving Guides Mastering tmux for AI Multi-Agent Systems Terminal splitting and session management for running coordinated AI agents

Make Money Real, tested ways to earn with AI and code — written from what actually worked (and what didn’t) on my own projects. No “get rich quick,” no affiliate-bait listicles. Just the methods, the numbers, and the honest tradeoffs. All Make Money Guides 5 Ways to Make Real Money with AI Tools (No Coding

Build & Projects Build logs and project write-ups — real apps and tools I made, including what broke and what I’d do differently. Start to finish, no skipped steps. All Build & Projects Build Log: I Made a Real App Using Only Claude Code What actually happened when I built a real app start to

Books Book reviews and reading notes from the Private Labs shelf — mostly technical and startup books I’ve actually read cover to cover, with the parts that changed how I work pulled out. No summaries scraped from the back cover; just what was worth the time and what wasn’t. All Book Reviews AI Engineering by

Automation Guides on automating the repetitive parts of development and content work — CI/CD, scripting, and AI-driven pipelines I actually run. Each one comes out of a real workflow I built to save myself time, including the parts that broke before they worked. All Automation Guides How to Auto-Deploy WordPress Posts with GitHub Actions Publish

About Private Labs Private Labs is a hands-on engineering blog about building real things with AI — coding agents, multi-agent systems, automation pipelines, and the developer tooling that holds up once it leaves the demo. Everything here comes out of work I’ve actually done and shipped. Not the polished marketing version — the version with