we put our specs through GPT 5.5 Pro 100+ times when making substantial changes. it works well. you probably are just not doing enough iterations
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Our thesis is that blockchain is a version of Software 2.0
"...blockchains run a similar optimization process to [training] neural networks—using market incentives instead of gradient descent and back propagation. In other words, instead of minimizing loss, nodes in a blockchain's network are maximizing profit."
modular.cloud/blog/we-are-a-…
How? It's simple.
Chopin Framework converts HTTP requests into transactions, signs them with a @usecapsule embedded wallet in the browser, and treats your backend like a state-transition function.
When users visit your web app, they don't need to download any additional software, browser extensions, or jump through additional hoops. They don't need to know they are using the blockchain. Everything just works.
Try it for yourself: chopin.sh
In just 3 easy steps, you can convert a @nextjs application into secure blockchain app. You can use any database, any API, and any library.
We are launching @chopinframework, a framework that converts regular web2 apps into application-specific rollups with @CelestiaOrg underneath.
This is the first step toward our goal of moving the entire World Wide Web onchain.
