Jul 13, 2026
Make AI attack its own draft 5×: the self-critique loop's blind spot
I don't read the first draft an AI writes. First I make the AI tear its own draft apart — up to five times — and I read what's left.
Indie AI Lab
Experiments in building businesses with AI.
Concrete code, honest costs, real failures. We try things out for ourselves, then publish what we learned — prompts, scripts, and receipts included.
What you'll find here
AI in real workflows
How Claude, Gemini, GPT and friends behave when we actually wire them into something — not just on a benchmark.
The receipts
What a thing actually costs to run. Tokens, hosting, API minutes — broken out so you can decide for yourself.
The stumbles, too
When a bet doesn't work, we say so and show the math. The corrections matter more than the wins.
Latest
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Jul 12, 2026
I Bet AI Would Make a Bilingual Channel Almost Free. It Didn't.
I started this channel as a bet: if AI handles almost the entire pipeline — script, voice, visuals, edit — then doing all of it in a second language should be almost free. So I went bilingual, Japanese and English. A few videos in, I'm killing that. Here's the miscalculation, because it's one any solo builder can make.
Jul 12, 2026
I Gave Claude, Gemini & GPT the Same Landing-Page Brief — Here's What They Built
I handed the exact same one-line prompt to Claude, Gemini, and GPT — build a landing page for a fictional app called "PlantPing" — and compared them on design, code, and generation speed.