An AI code generator you can check

Generating code is close to solved. Knowing whether the generated code is correct is not, and that gap is where most of the disappointment with these tools lives.

Plausible code is the problem, not broken code

Code that fails to compile is caught immediately and costs nothing. Code that runs, looks reasonable and is subtly wrong is the expensive kind, and a model producing it has no way to notice. Nothing in the loop ever tested it against reality.

A live source is a test you cannot fake

Connect the generated code to a real market and correctness stops being a matter of opinion. A price that does not match the exchange is visibly wrong. A rate calculated with the wrong divisor produces an absurd number rather than a plausible one. The feedback is immediate and it does not depend on anyone reviewing the code.

What that looks like in practice

Twenty three public endpoints, no key required, covering markets that move constantly. Generated code here reads them at request time, so a mistake shows up on screen within seconds instead of surviving into something somebody trusts.

What this does not fix

It does not make generated code good, and it does not remove the need to read it. It removes one specific failure, the confident wrong answer that nothing in the process was able to challenge. That is a narrower claim than most tools in this category make.

Live, right now, on this page

MarketPriceFunding24h volume
BTC$78,000.500.0013%$144,118,764
ETH$2,452.850.0013%$98,133,720
SOL$104.590.0013%$36,751,929
HYPE$83.240.0013%$10,211,466

Read from a live market during render. If any figure here were wrong, it would be obvious rather than plausible.

Describe something and watch it get built.

Open the builder, or start from a working app and change it.

Live market pages