... clean up incomplete user inputs before a database lookup. The problem was that downstream functions started treating the model's cleaned-up version as the actual ground truth instead of just a search hint. It ended up matching fakedata with real database entries because it was basically judging its own guesses instead of what the user originally gave us. Now I keep raw user

... never caught it. It made me wonder if non-coders are trusting results too easily just because the screen looks right. How do you check what AI builds when you can t read the code? Do you test with fakedata, ask the AI to explain itself, or just hope for the best? And has a perfect build ever turned out to be quietly wrong ...

... filesystem level. Prompt instructions not to touch existing tests fail the second the agent runs out of other ideas. Comment from Neelagiri Chettiyar(@neelagiri_chettiyar): @konstantin_tikhaev  empty arrays are the worst kind of fake.. valid shape, no data

... stay the system of record, no migration, no rip-and-replace Your tools track the work. None of them understand it. That's the gap this fills. The public sandbox is open right now a real org structure with fakedata, no signup, no demo call, no sales motion. Go break it: https://www.everview.ai/ I built most of this at night, over two years, after a day job and rebuilt it four times getting the model right ...

... Whenever I work on a new project, I often need realistic users, products, orders, addresses, and other data. The annoying part is that creating this data

... solo founder building a GTM tool (Marketing co-pilot) for early-stage projects. To stress-test it, I need real projects not fakedata. Here's the deal: Tell me about your project in the comments: Landing page link What problem does it solve? Who is it for? Where are you right now (idea / built / launched)? I'll reply to every comment with: A clear problem/solution/audience framing A marketing strategy for your stage A concrete action plan for one channel ...

... hackers, I am working on a product to help software engineers and other tech professionals validate their software projects and demonstrations by building a fakedata generator. Here is a video to my MVP. I would love to hear some feedback. https://youtu.be/RdWiwWmtem8 Thank ...