About Private Labs
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 the dead ends, the gotchas, and the exact commands I wish someone had handed me before I started.
Who I Am
I’m Allen, a software developer and the person behind Private Labs.
I’ve spent years building software for a living — writing it, breaking it, debugging it at 2 a.m., and lately, figuring out how far AI tooling can be pushed before it falls over. My day-to-day is a mix of backend systems, automation, and AI agent workflows. Private Labs is where I write up what I learn so it’s useful to someone other than future me.
I don’t write about things I haven’t run. If a command, tool, or workflow appears in a post, it’s because I used it on a real project and watched it work (or watched it fail, which is often the more useful story).
What I’ve Actually Built
The fastest way to judge whether someone knows a subject is to look at what they’ve shipped. A sample of projects I’ve built and written up here:
- A multi-agent AI development team — a system of coordinated Claude agents (PM, researcher, developer, reviewer) running in parallel inside tmux, with shared state and message passing. I documented the architecture in Team Agents — Triple Crown Strategy and the terminal orchestration in Mastering TMUX for AI Multi-Agent Systems.
- A Telegram price-drop bot — an end-to-end scraper-plus-notifier that pings me when products I’m watching drop in price. Written up start to finish, including the parts that broke.
- A WordPress auto-deploy pipeline — publishing posts straight from a Git repo through GitHub Actions, including the WAF and image-upload edge cases nobody warns you about.
- AI automation workflows — practical pipelines that offload repetitive daily work to AI APIs, covered in How I Built an AI-Powered Automation Workflow and my Python automation guides.
- Production prompt engineering — system prompts and patterns that survive contact with real workloads, including a system prompt that turns Claude into a genuinely useful senior code reviewer.
These aren’t hypotheticals. They’re the source material for the guides on this site.
Where My Expertise Runs Deep
The topics I write about most, because I work in them most:
- AI coding agents — Claude Code, agent design, multi-agent coordination, and getting real work out of LLMs instead of demos.
- Prompt engineering — production-grade prompting, system prompt design, and the patterns that actually move output quality.
- Automation & DevOps — GitHub Actions, deployment pipelines, process management (pm2), and scripting away the boring parts.
- Developer fundamentals — Git workflows (stash, branching, recovery), tmux, WSL2 networking, and debugging the errors every developer eventually hits.
- Honest tool reviews — head-to-head comparisons (Claude Code vs. Cursor, Cursor vs. Copilot, npm vs. mise) with the tradeoffs spelled out, not glossed over.
How I Work — Editorial Standards
E-E-A-T isn’t a checkbox to me; it’s just how I’d want a technical blog to behave:
- Experience first. Every guide is grounded in work I’ve personally done. If I haven’t tested it, it doesn’t ship.
- Show the failures. The gotcha that cost me an afternoon is more valuable than the happy path. I leave them in.
- Independence. I don’t run paid placements, sponsored posts disguised as editorial, or reviews written for commission. Recommendations are made on merit. If a tool is mentioned, I’ve used it.
- Corrections welcome. Tech moves fast and I’m not infallible. If something is wrong or outdated, tell me and I’ll fix it — see Contact.
Author
Allen — Software developer focused on AI agents, automation, and developer tooling. Builder of multi-agent AI systems, automation pipelines, and the projects documented across Private Labs. Writes every guide from first-hand experience.
For corrections, questions, or topic suggestions, reach me through the Contact page. I read everything that comes in.
— Allen, Private Labs