... lately I ve watched AI-built apps pop up that scrape data and confidently list places that closed years ago or changed their menu. So with my co-founder Neil, I built the opposite: Every venue is added and vouched for by real coeliacs , not scraped Unvouched places fade from the map over time , so it reflects what the community actually backs today Businesses can claim their listing , add their coeliac info and offer member discounts Free for members, always ... ... spot new owners. People can. That s the bet we re making. I d love to hear from other makers: Anyone else building a community-powered product? Our biggest challenge is the gap between people adding venues and people vouching

... only where we say they do. Always be about the research. James Douglas Davidson Fractal Research Organization https://FractalResearchOrganizat... @FractalResOrg froresearch@outlook.com Comment from George Basov(@gbasovv): Welcome James. "Measure what models actually do" is the part I can vouch for from the product side. The music model I build on has a safety filter that refuses harmless prompts at random: a calm song about the sea was blocked, an upbeat song about friendship went through a minute later ...

... hunters have earned more points from hunting other founders' launches than from their own comments and reviews combined. a good launch is a one-time spike, but it's also an audition for becoming someone other founders want vouching for their product. Comment from Aruna Sahoo(@aruna_polosofttech): @amraniyasser  Suggest what were pre-requistes you worked on before the launch and what all social media platforms did you use to market your product Comment from Aruna Sahoo(@aruna_polosofttech ...

... past the landing page. It feels a bit odd, almost like I'm giving a full endorsement to software I've never tested. To me, an upvote feels more like saying "this concept is neat" rather than "I personally vouch for this." But at the same time, I catch myself feeling a little guilty about giving a thumbs up and then instantly forgetting the app exists five minutes later. Realistically, nobody has time to download and test every single launch ...

... present and says what's wrong with it. Issued to, issued by, expires read from the certificate the server presents, on any port that speaks TLS from the first byte. Expired: named, with the date. Signed by itself: nothing vouches for it. Normal on a home device that made its own, worth a second look anywhere else and the card says exactly that. Two warnings before they bite: runs out within three weeks, or not valid yet (which is usually ...

... traverses the record list as NonNull instead of raw pointers, because CodeQL followed a null_mut() all the way into a dereference and made a very good point. The null check now lives in the type, each unsafe block vouches for exactly one operation, and behavior is unchanged verified against a real tenant domain, a country consumer domain, a Google-hosted domain, and an NXDOMAIN that politely refused to exist. Eleven locales got their new strings. Get it here ...

... error with their name on it. PCs and mobile never asked you to trust an output, they just gave you a tool to produce your own. AI is the first general purpose tech that asks the small operator to vouch for something they didn't fully create, and that's a much scarier ask when you have no one to catch it if it's wrong ...

... time to finish the gallery. Does the day of the week still matter much in your experience, or is that mostly a myth now? Comment from (@new_user___26020267b63ea4605738cbb): Launching BillFast today has reinforced the ready enough vs. finished distinction for me: the core flow (create an invoice, preview it, download a client-ready PDF) is narrow and usable, while feedback is now surfacing the edges currencies, taxes, templates, and payment instructions. For a small product, that feels ... ... limited testers. They gave us the first feedbacks for us to make the app better. After we didn't succeeded with a try on LinkedIn, where the feedback was nearly zero, we are on our way to find good alternatives

... Search Console for this yet. A few "AI visibility" trackers have started popping up that re-run prompts on a schedule and log how you're described, but I haven't used one long enough to vouch for it, so I won't pretend I have. What we do at Murror is deliberately low-tech: a fixed list of maybe eight prompts a real customer would actually ask, run on the same day each week across the same assistants, pasted ...

... more than another polish pass. Comment from Dale Mooney(@dalemooney): @wei_b0  One concrete version of the stale point, since it is cheap to get right and awkward to retrofit: do not show a number you cannot currently vouch for. A blank prompts someone to check. A stale number does not, because it looks like an answer. And I would avoid greying it out as the middle ground, tempting as that is. Grey reads as quiet, which is exactly ... ... before I even open the dropdown. the whole value of a menu bar app is that I don't have to click it to know the state, so if the icon at a glance can't tell me "fine" vs

... built an API or a product with one, how do you actually get it in front of users? SEO? Directories? Marketplaces? Just your own audience? And what would make you list it on someone else's platform vs. keeping distribution fully in your own hands? Comment from Mustafa Arian(@thenameisarian): the pattern is that every solo dev shipping an API is actually building two products: the API and the distribution. most think theyre only building the first. the second ... ... invisible until they hit the wall you described. what actually converts at that stage isnt SEO or directories, its a warm intro from someone who used the thing and publicly vouched

... question. the current junior pipeline assumes companies grant the credential. if that shifts to 'someone in the field will publicly sign for your work,' juniors dont need companies to open 'junior' slots. they need mentors and seniors to name-vouch. thats basically how apprenticeships worked before HR became gatekeeper. AI kills the corporate junior pipeline. doesnt have to kill entry itself. Comment from Nika(@busmark_w_nika): @thenameisarian  That's a fact but what will be with those people ... ... proxy for "this person can handle a real job." when you can build a real product in your bedroom at 16, the proxy loses its function. but the underlying signal, someone with authority saw them do the work and vouched

... what keeps you in the room, but borrowed trust is what actually moves someone to sign up. Curious whether anyone found a way to manufacture that trust transfer deliberately, rather than getting lucky with a person who happened to vouch for you. Comment from Ilya Ofliian(@ilyaofliian): Solid product gets u users, I guess Comment from Anastasiia(@alieksia): For us it was direct asks. I posted in a local community and offered the full thing free to anyone willing ...

... deliberately never show a "verified " badge. Passing auth earns you nothing visually in Skim no green checkmark, no trust indicator. That was a conscious call precisely because of the compromised-account case: we didn't want Skim vouching for a message just because DMARC passed. Absence of warnings endorsement. What we honestly don't catch deterministically: the link-free BEC "hey, wire the payment to this new account, I'm in a meeting." No URL, clean auth, known sender. That ...

... resume you thought would land and nobody has ever mentioned? Comment from Mustafa Arian(@thenameisarian): quick update while we're on the topic: TAM network is now Aver. aver (verb). to state as fact based on personal knowledge. to vouch. when someone signs your work they aver that they saw you ship it. we were calling ourselves a network of the thing when we should have been the verb people already use for it. same product. same trust ladder. same ...

... Most AI research gives you an answer. Vouch gives you an answer you can defend to a regulator. Vouch

... tools that are key to troubleshooting and improving email deliverability, I created affiliate accounts with some of those tools and referred clients to those tools. These were not random tools, they are tools I have used, and can vouch for. And now 4 years later I am earning $12K MRR from affiliate sales. Why did I do this and not just launch a product right away? Because I wanted to understand their problems intimately and deeply before coming up with ...

... credential of the next decade has to come from a human who put their name on it. building TAM Network for exactly that. Comment from Mustafa Arian(@thenameisarian): @busmark_w_nika   ha. and someone still has to vouch for what the AI shipped. the receipt format has an agent identity row that names the AI contributor and the percentage of the work. transparency on which row was AI is the actual must-have credential of the next decade ... ... surface is what dies. And that distinction has teeth commercially: the moment your product becomes infrastructure someone else operates, you usually lose the customer relationship the agent owns the user now, you're just a backend it picks. 'Visible vs

... scroll through it like a feed. Same muscle memory as scrolling Reels, except every card is helping you retain something real. Why it's more than "just flashcards with extra steps": The app quietly tracks what you actually know vs. what you're shaky on (via a simple swipe "I know this" / "still learning"), and resurfaces the weaker stuff back into your scroll at the right intervals so revision happens passively, blended into the same scrolling habit you already have ... ... user feedback. Comment from Mustafa Arian(@thenameisarian): what: aver. the layer where people vouch

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... maybe the feed just gets better overall. The harder question is if everyone's posting decent content, how do you cut through, and i don't think the answer changes much, it's still the same distribution game. Who vouches for you, which influencers, which partnerships, showing up in the right rooms Comment from Nika(@busmark_w_nika): @debnix  And how did you use AI in that 50-day experiment? How much did you allow it to change things ... ... checked, generated content has nowhere to hide. So the move is to stop competing on tone and start competing on proof. Specific, attributable, verifiable. Show the actual figure and where it came from. Name the user who will vouch

... eigenst ndige Pr senz wirken kann, ist https://der-arkadenhof.at/ . Comment from YekSoon Lok(@ys_askodin): Having operated on both sides of the table as an allocator and a founder, I view this through a different lens. The binary of "personal brand vs. product" is a distraction. The actual prerequisite is Thesis and Positioning . At askOdin, before we wrote a single line of code for our Deterministic Compiler, we established the exact taxonomy of the market. We identified that the last mile ... ... there's probably nothing more efficient than a founder led audience. You're borrowing trust you haven't earned yet as a brand, and that shortcut can be the difference between getting your first 100 users in a week versus

... when it isn't, you're just out of luck. I've been part of the r/sportscards and r/watchexchange subreddits for years and watched people lose money to scammers enough times that I eventually just started building something. Vouched is identity verification plus a reputation score built from confirmed trades. Your reputation follows you everywhere instead of resetting to zero every time you join a new platform, and if someone gets caught scamming their record lives forever instead of disappearing ...

... Khinchi(@dushyant_khinchi): This is actually a really interesting angle on link-in-bio - treating it like distribution real estate instead of just a profile page. What I m especially curious about is how you re thinking about signal vs noise here. If I m a founder with a decent following, I wouldn t just want the highest bidder - I d want to feature products that make me look smart to my audience. A bad sponsor could damage trust fast ... ... that could evolve into a whole creator economy for founders. Curious where you take it. Comment from Alex Cloudstar(@alexcloudstar): @dushyant_khinchi  This is incredible feedback. You hit the nail on the head regarding Trust . On the signal vs

... people who already understand the product and the problem it solves. Ask them to create a Product Hunt account ahead of time if they do not already have one. When launch day comes, they are far more likely to vouch for the product, leave thoughtful comments, and share real use cases. That kind of engagement carries much more weight than generic support. Comment from AJ(@build_with_aj): I yoloed the vibecoder.date launch because I figured it was whatever ...