My articles, tutorials, and YouTube videos about software development, AI, and automation.
A practical guide to AI automation for small business from a developer who builds it: what to automate first, and what it really costs to run.
How I help clients pick what to automate first: track a week of work, find the repetitive tasks that eat the most time, and write the steps down first.
AI agents vs workflows, from a developer who builds both for small businesses: when an agent is worth it, and why most automations should be workflows.
Why AI automations fail and how I keep mine running: mostly plain code, logs and alerts, guards in code, and a person approving anything permanent.
How I quote AI automation projects for small businesses, what makes them bigger or smaller, how long they take, and the running costs to expect after launch.
The best engineers I know all have one thing in common: they know a little about a lot of things.
You still need to care about what you're building.

I walk complete beginners through the terminal so they can read an AI coding agent's commands and decide whether to approve them. I cover the 80/20 Bash commands — mkdir, cd, ls, cp, mv, rm, cat, grep, find and curl —…
A practical guide to AI automation for small business from a developer who builds it: what to automate first, and what it really costs to run.
How I help clients pick what to automate first: track a week of work, find the repetitive tasks that eat the most time, and write the steps down first.
AI agents vs workflows, from a developer who builds both for small businesses: when an agent is worth it, and why most automations should be workflows.
Why AI automations fail and how I keep mine running: mostly plain code, logs and alerts, guards in code, and a person approving anything permanent.
How I quote AI automation projects for small businesses, what makes them bigger or smaller, how long they take, and the running costs to expect after launch.

Picking a cost-effective model comes down to scoring your prompt's outputs on your most capable frontier model, then stepping down to cheaper and smaller models until quality drops below your bar. I walk through the…

Learning to code in 2026 still means building real projects and using AI as a code-writing tutor, because I don't think coding is solved and prompting alone won't teach you software engineering. I explain why AI makes…

AI-generated code runs slow because each abstraction layer trades performance for ease, and I show how I make my own AI-generated Phantom Editor pipeline 22x faster by learning the bottlenecks first and then prompting…

I explain how to choose what to automate by tracking your work for a week instead of brainstorming ideas. I argue most people automate the wrong tasks for two reasons: the automation takes longer to build than the task…

I built a scraper and AI filter that pulls job postings from Reddit subreddits like r/remotepython, where solid remote gigs get posted that never make it to Indeed or LinkedIn. The scraper uses a headful Playwright…

AI agents are overrated for automation because they hallucinate, make wrong tool calls, need constant babysitting, and burn expensive tokens—and chaining them makes it worse, since at 90% reliability per agent a…


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