Concrete code, honest costs, real failures. We try things out for ourselves, then publish what we learned — prompts, scripts, and receipts included.
How Claude, Gemini, GPT and friends behave when we actually wire them into something — not just on a benchmark.
What a thing actually costs to run. Tokens, hosting, API minutes — broken out so you can decide for yourself.
When a bet doesn't work, we say so and show the math. The corrections matter more than the wins.
I gave Claude, GPT, and Gemini the same afternoon of real work. Same 32-page report, same instruction: extract it, analyze it, write the brief. I built the answer key before anyone ran. Then I scored all three.
Same AI writing it, same AI stamping "OK" — quality doesn't move. So on this channel's video line I gave a separate-personality reviewer real veto power, and it stamped "fail" and sent the work back nine times, on record.
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.