... actual build or copywriting because it all looks the same. A copywriter and a designer have the power to make your website and, by extension, your business stand out, so I think they're worth it. The alternative is to build enough expertise in these areas so that even if you do use AI, you have the knowledge and skills to see when something is lousy and put it right. Comment from Shawn Cao(@shawn_cao): It is probably difficult ... ... design problem explains zero interest in the thing itself, and solo makers usually spend the design money before they know which one they have. adana, of the products you've seen struggle, how many were actually a polish problem versus

... question: given this input, did the model produce the right final answer? Your product almost never lives or dies on that. It lives on the path. An agent that lands on the correct answer by calling the wrong tool, backtracking twice, leaking its reasoning into the user's face, and taking nine seconds to do a one-second job scores as a pass and ships as a failure. The eval that actually correlates with "does this work" is the trajectory ...

... product mentioned in ChatGPT or Perplexity answers, and the data keeps pointing somewhere that makes me question the whole "GEO/AEO" hype. Ahrefs looked at 75k brands and found branded mentions correlated with AI visibility way more than backlinks 0.664 vs 0.218. It's correlation, not causation, so take it with salt. But the gap is big enough that I can't ignore it. Which makes me wonder if we're overcomplicating this. Maybe AI visibility isn't a new discipline ... ... specifically. anyway this was one of the more useful exchanges ive had on here. following you, would be good to stay in touch as this space keeps moving. Comment from Saied Alimoradi(@saied_alimoradi): @voiqu   ok the perception backtracking

... next week or for Agent that should see significant improvements by default, but some additional context that might be helpful to you: 1. Why it happens: The Agent (language models generally) is worse at fixing something it broke vs doing it correctly on the first shot. When you ask the agent to do something, it doesn't, then you follow up with a "it's still not working" or a "fix it", or something, unless there's explicit console logs ... ... write more code which tends to compound the problem. 2. Things that'll address it, all coming soon: better debugging and reasoning steps, better identifying a loop state behavior and bringing in a reasoning or stronger model to debug, backtracking