I'm building a tool for #ConfigMakeathon and the whole product depends on one AI prompt, which rewrites one message across 8 emotional registers and predicts how the reader will react at each one. Not only what tone was it writen write but how will it land.

So before building any UI, I built a test harness: 5 messages × 8 registers, all outputs in one grid. Run it, read every cell, spot problems before they're in the product. The stress test: "ok" across the full spectrum. Two rules from the prompt doing most of the work: 1. Every version preserves the exact meaning. Never invent excuses or details not in the original. Only the register changes. 2. Reactions roast the situation, never the sender. The harness passed 🎉 Now I'm building on a proven prompt instead of crossing my fingers.

oooh I can't wait to see where you take this 👀

DevDistro — I Built the Tool I Always Needed

I've shipped multiple AI-powered web apps. Every time, the same problem: I knew how to build, but not how to distribute.

So I built DevDistro.

It's an AI distribution planner that takes your app or freelance service description and generates a complete launch strategy — specific subreddits, Facebook groups, newsletters, directories, and copy-paste message templates. All tailored to your exact product, in under 2 minutes.

This is a real product I use myself, built entirely solo using Next.js, Supabase, and the Claude AI API.

🔧 Tech: Next.js · Supabase · Anthropic Claude API · Lemon Squeezy · Vercel

✅ What's live: — AI plan generation for apps and freelance services — Per-channel message templates (Reddit, Facebook, newsletters, directories, Twitter) — Action tracker to mark progress — Landing page URL reader — Pro subscription (Lemon Squeezy — final testing)

Building this taught me how to architect AI-powered SaaS products end to end — from prompt engineering and structured JSON outputs to OAuth integrations and subscription billing.

If you need a similar product built for your business, let's talk.