... 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 Comment from Samuel Adedigba(@samuel_adedigba): I think part of the gap is that ...

... 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. Hopefully Producthunt will help us and I'am pleased to help you, if you like. Maybe we will make the world of apps a little bit better. Is my first day on this page and we are very excited what ... ... about momentum. Great points you raised! Comment from Abusaid islam said(@abusaid_islam_said): @busmark_w_nika  Haha, absolutely! Coffee is definitely a must-have for launch day And to answer your question yes, 100%. Doing a quick "competitor

... 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 ...

... 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 "almost at limit" without opening it, the polished dropdown behind it doesn't matter much. second thing after that would be how fast the dropdown appears, any lag on click makes an app feel heavier than it is regardless ... ... looks once open. 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

... 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 Sebastian(@sebxdev): I still think they're incredibly valuable. In fact, we're currently looking for backend ... ... 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 Satchmo Saunders(@satchmo_saunders): @alieksia  Late to this, I only just found this thread again. Your approach is the one I keep coming back to. Offering it free to people willing to have a real ...

... 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 ...

... user feedback. Comment from Mustafa Arian(@thenameisarian): what: aver. the layer where people vouch for the work they actually saw. peer signatures over resumes. for humans and AI agents. who: career changers who watch their credentials evaporate at every field transition. and hiring teams that want signal from someone who was actually there, not a candidate curated linkedin page. hardest part right now: getting the first vouch

... technological inventions came and went but Robots are being worked on consistently. And examples like A.I, Terminator, Wall-E make more sense now. 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

... people by name. ai cant fake 'ive been awake since 4am fixing this for you' yet. the angle i keep coming back to with groundwork is that your earliest users are the least sloppy distribution you have, they vouch for you in a way no ad visual can because theyve got skin in it. but yeah for cold reach, pick one weird owned format and be relentlessly human in it. Comment from Nika(@busmark_w_nika): @ceciliatran ... ... 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

... outside world always ask) vs gate-everything? That selective ask is the whole game for real-world agents. Comment from Conrad N(@conrad_n): Interesting thread. It feels like we're moving from agent execution to agent management. The tools that win may not be the ones building better agents, but the ones helping humans supervise dozens of them effectively. Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs

... nika  Exactly this. The personal story gets people through the door, the product keeps them inside. Learned that the hard way too. Comment from Piyush Gajrani(@piyush_teq): @busmark_w_nika Most founders don t fail at brand vs product they fail at timing clarity. Knowing when to show up vs

... 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 ...

... founders is currently missing? (Analytics? Portfolio integration? Stripe payouts?) Let's discuss! Comment from Alex Cloudstar(@alexcloudstar): @dushyant_khinchi  This is incredible feedback. You hit the nail on the head regarding Trust . On the signal vs. noise: I m envisioning a 'Right of First Refusal' for the maker. It shouldn't be a blind ad network; it s a partnership. You only lease to people you d actually vouch

... 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 Aleksandar Blazhev(@byalexai): Great topic. For me, the ideal preparation starts 3 4 weeks before ...

... growth. When you need credit, you issue it to yourself. Your trust network backs it. If you want to transact with someone you don't know directly, the system routes through intermediaries you both trust. They earn fees for vouching. Everyone wins. Interest rates are fair: 3-8% APY. Much lower than banks. The interest goes to your community, not to distant corporations. Money circulates locally. Trust compounds. Communities get stronger. HOW IT WORKS Trust Graph: A network of relationships ... ... cooperatives, mutual aid networks. You need credit that circulates locally. Developers building on protocols: Open source, open data, open infrastructure. Build on DCSocial. Skeptics questioning the system: Banks, credit scores, debt traps. You're right to question. We have alternatives

... product is great, why we need support? :) I guess a lot of people don't want to pay for nice support because at first we didn't want support at all. Comment from Lakshya Tiwari(@tiwarilakshya12): I would vouch for staying hooked on to a product for support. CRED, Swiggy are all brilliant examples of products, that provide top tier support. With B2B use-cases as well, often working towards an early stage product involves lots of support calls with ... ... self serve but we were clueless about the integration required and their support has been pathetic! I have struggled for 1 week to connect with them and clearly made up my mind to not continue and find an alternative

... chance to iron out critical issues and fine-tune the user experience. 2. Testimonials Are Launch Fuel A great Product Hunt page isn t just about screenshots, it s about social proof. Having early users who can vouch for your product makes it 10x more compelling. Their quotes and feedback can become the backbone of your launch copy. 3. Feedback Is Better Than Hope It s easy to fall in love with your own idea. But launching to a closed ...

... What was the reason for getting kicked out of YC? Comment from Ruben Kostucki(@ruben_kostucki): Thanks Mahyad We're applying to YC today (deadline) and if I'm not mistaken, it really helps if you have people vouching from you from the inside. Is this indeed correct and could I ask for the favour? Thanks Comment from Adi Singh(@adi_singh5): Interesting story, but I'm more curious about the tech behind 't. What kind of architecture ...

... with some text and get a "likekyhood of ai generated" score.  does this exist already? I would expect to have to pay which is fine! Comment from Matt Carroll(@catt_marroll): @fabricioferrero  ideally something someone can personally vouch for having used :) Comment from Tony Yan(@zhitao_yan): There are tons of such kind of APIs including zerogpt, gptzero, undetectable ai, etc. But most of those tools are suitable for students who want to bypass AI detection for their ...