I Built A Web Automation Engine That Models Form Patterns
A recipe-driven Playwright engine that submits one product to many directory sites by modeling the form pattern, not the site, with explicit success detection.
A recipe-driven Playwright engine that submits one product to many directory sites by modeling the form pattern, not the site, with explicit success detection.
How I turned a script into a finished video with code instead of a timeline app, and why determinism is the real win for a solo dev.
How to orchestrate a large generation or audit job across parallel AI agents with adversarial verification and looping quality gates, instead of trusting one giant prompt.
How I added paid checkout to a SvelteKit app using Whop's embedded iframe, and why a verified server webhook, not the browser callback, grants access.
How to decide between an off-the-shelf AI tool and a custom AI feature, weighing control, cost, differentiation, and data with a clear framework.
An honest breakdown of what it costs to build a useful AI agent for a business, the build cost versus the ongoing run cost, and what drives each number.
An honest look at how long a SaaS MVP really takes, the realistic ranges, and the decisions that quietly make it faster or much slower.
How a non-technical founder vets an AI developer: how to tell shipped work from demos, the right questions to ask, and the red flags that signal trouble before you pay.
The honest tradeoffs between hiring a solo freelancer, an agency, and a dev shop to build your MVP, covering cost, speed, communication, risk, and when each is right.
You do not need a rewrite to add AI to a product you already have. Here is where it fits, the smallest valuable first feature, and how to keep model cost sane.
An honest look at what an MVP actually costs in 2026, the ranges you can expect, and the real levers that move the number up or down.
An honest look at whether a single full-stack developer can ship your whole MVP, when it works beautifully, and when you should bring in more people.
Step-by-step guide to building an analytics dashboard by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building an online course platform by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a Discord bot by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building an e-commerce store by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a mobile app by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a portfolio site by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a Shopify app by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a VS Code extension by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building an AI wrapper by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building an API by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a Chrome extension by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a CLI tool by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a directory site by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a habit tracker app by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a job board by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a newsletter business by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a SaaS by yourself. Tech stack, timeline, costs, and practical advice.
Step-by-step guide to building a URL shortener by yourself. Tech stack, timeline, costs, and practical advice.
Complete guide to building a blog as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a budget app as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a CRM as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a form builder as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building an invoice tool as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a landing page builder as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a marketplace as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a podcast platform as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a project management tool as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a Slack app as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a social media tool as a solo developer - tech stack, architecture, timeline, and tips.
Complete guide to building a WordPress plugin as a solo developer - tech stack, architecture, timeline, and tips.