... problem in itself. Comment from Shaofeng(@arbitermeter): @wwenioaguiar  That makes sense. It sounds like engine usage is a key cost driver, so credits could help align pricing with actual compute consumption. I'm exploring a related problem with Arbiter Meter: how AI-agent businesses connect revenue to the actual cost of serving each customer and workflow. Even with credits, I imagine it would be useful to understand which activities consume the most resources and whether the pricing covers those ...

... seen written about clearly. Single agent in production is fine. Logs, traces, normal observability. Multi-agent is where it gets weird: - Which agent triggered which downstream call - When agents disagree, who wins and why - Token cost per agent vs per task vs

... default. closing that gap is the roadmap item I care about most. 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 noise. no second automated layer watching the red-team for staleness. and that's intentional.., not just small-team reality (though it's that too): an automated checker on the red-team would just push the calibration problem ... ... 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

... 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 ...

... want to read the contract, it's that it's difficult to know what matters and what deserves closer attention. Flagging clauses that differ from standard market terms is a great suggestion. Helping buyers identify what's routine versus what may be unusual or warrant further discussion with their conveyancer is definitely an area we're continuing to explore. Feedback like this helps shape our roadmap, so thanks for taking the time to share it! Comment from Jin Ci(@youliqn ... ... 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