Marcello Cultrera

Hi @cyberiaa, complexity in human terms is multi-step reasoning, abstract logic, contextual variation but this isn’t always what’s complex for a language model. LLMs excel at pattern recognition across vast datasets, so tasks like summarising thousands of documents or generating boilerplate code can be trivial. But things we consider simple like understanding sarcasm, preserving intent across a...

Hi Chris, to activate Windsurf Next and access beta features like Lifeguard, follow these activation steps: - Open Windsurf IDE Launch the Windsurf Editor on your local system or browser. - Navigate to Settings Click the gear icon or go to Settings > Experimental Features. - Enable Windsurf Next Toggle the switch for “Windsurf Next Beta” or “Enable Lifeguard Preview” if listed separately. -...

We use Stripe but try as well Paddle, Lemon Squeezy.

We’re offering 1,000 free credits to the Product Hunt community- enough to build a few apps and explore how it fits your workflow. I’d love to open up a conversation around: - What makes no-code truly developer-friendly? - How do you preserve semantic intent across design and code? - What’s missing in current prototyping tools? - How do you balance speed with structure? Whether you're building...

We’re extending a complimentary early access plan that includes 1,000 credits for Free - sufficient to build approximately two to three simple applications or one more complex prototype.

@ragsontherocks This kind of thing happens. I probably made a few of the same mistakes myself launching here today my platform. Experiments like this are valuable, they’re recognised as high signal, low ego - and they teach you loads on engagement. Progress always comes from running simulations, observing edge cases, and listening to the uncomfortable feedback. That’s how you build something...

👋 Hey Product Hunt! Thrilled to introduce CodeFlow; a lightning-fast code generation platform designed to turn your ideas into working applications in under a minute. Whether you're starting from a plain-text prompt or a Figma design, CodeFlow instantly generates editable React apps right in your browser. - What you can do today 1. Describe your app in plain English and get clean React,...

A similar approach is attempted by Mira Murati at Thinking Machines where most researchers are either quants or mathematicians. Axiom’s approach of starting with an AI mathematician is inline with this more recent trend shifting from earlier focus on autoregressive transformers pattern recognition (LLMs/ data science engineering) to more theoretical work on structured reasoning. It's brilliant.