... scheduled is the red-team still sharp recheck... but the shape of that failure is what makes it livable.,, th stale adversarial prompt can only cause a miss , never a wrong answer. because the deterministic engine is the arbiter, the red-team going dull shows up as under-coverage .. we didnot think to test that ordering ... not as a false proof shipping. the risk is a gap, not a lie, which is a much more forgiving failure mode ... ... when it didn't work" ask is load-bearing, not politeness. Comment from Raj Nagulapalle(@rnagulapalle): @omri_ben_shoham1  it's me, personally .. I read what the adversarial model surfaces and decide what is a real class vs

... Founder here. Polora is an AI debate platform. You ask a question, several AI models argue it from different sides, one of them checks claims against the web while they argue, and an arbiter weighs everything into a verdict. The decision stays with you. There's a one minute trailer if you'd rather watch than read, https://youtu.be/Exk6GB57qb8 We launch on Product Hunt this Tuesday. Until then you can watch sample debates without signing up, and signup comes ...

... tired of asking one AI a hard question and just trusting whatever confident answer came back. So I built Polora : a few AI models debate your question live, a researcher fact-checks their claims, and a neutral arbiter calls a verdict, but the decision is still yours. Launching on Product Hunt July 14. Built solo, with a lot of help from Claude Code, which is its own story. Happy to talk about the AI-debate idea or about building ...

... year-old Philippine strategy board game that I believe not most people outside Phillippines has heard of, it's similar to Stratego. Hidden ranked pieces, no luck, pure deduction. The physical version required a human referee (arbiter) to resolve challenge. I built the app because that barrier deserved to be removed, and I'm introducing a lot more to the game which I hope would entice Chess players and other board game users. Hailo for Kids - a personalized learning ...

... made them succeed or fail? For those who've sold into small/mid-sized businesses, what's usually the biggest blocker to adoption price, integration effort, or something else? Is there a feature here that seems like a "nice to have" versus something that would actually change behavior? Would appreciate any perspective, whether from experience building similar things or just as someone who's dealt with this as a customer or business owner. Comment from Tommy Kang(@sjtkang): What I'm building ... ... worth ad dollars at a tiny budget, and which are a money pit? I'm doing daily build-in-public content on TikTok, YouTube Shorts, and X, but I honestly can't tell yet what's driving downloads versus