... 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 ...

... 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 ... ... instead of solving them separately. 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

... 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, is what actually got translated to a hire. the intern's manager wrote the reference. that's the primitive. replacement isn't "skip internships." it's "find someone with credibility who watched you ship and can vouch

... 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 ...

... 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 ...

... 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 ... ... user feedback. Comment from Mustafa Arian(@thenameisarian): what: aver. the layer where people vouch

... 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

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked vs

... 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. Link the thing people can test for themselves. AI floods the market with plausible. Checkable is the scarce thing now. Comment from Neal Miskell(@wereframe): Great post. There are so many new valuable solutions out there, with twice as many ... ... 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

... started having a problem selling these things, because they cannot "give someone keys" to their personal profiles. Which opens the question: Which approach brings more advantages in your opinion? Comment from Sourav Mahapatra(@sourav_mahapatra1): The framing 'before vs after the product' misses the actual mechanic. Brand and product compound in parallel when you ship work in public. The CEO building a personal brand without a product to point at is one thing. But by the time the product exists ... ... product in one sentence without you being in the room? Comment from Mickael Chiron(@hivin): Good point, personal brand helps early traction, but it can also bias feedback and hide product flaws. Maybe the real question is less brand 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 ...

... 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 Felicite Moorman(@felicitemoorman): @busmark_w_nika  We're working on launching BOSS Tech ...

... 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

... more for a tool if you knew you would always get real help when needed? Curious what Product Hunt thinks? Comment from Patel Smit(@smitpatel_1306): I once stuck with a tool that was slower and pricier than a competitor just because their support treated me like a human, not a ticket. When things break at 2 AM, the feature list doesn t save you. A real person who shows up does. That s worth paying for. Comment from Joshua ... ... 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 ...

... leave Sigma and did that coincide with the idea for Okibi? 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 ...

... place. Like others have said though, these detectors don't work perfectly, and will often say human text is AI-generated, and vice versa. Comment from Matt Carroll(@catt_marroll): @fabricioferrero  ideally something someone can personally vouch for having used :) Comment from Malith Gamage(@malithmcrdev): Once I had the same idea and I thought this is original and cool but found out there are tons of tools for this. Just one google away ...

... fantastic global Co-Founder matching platform! I met my Co-Founder there after meeting hundreds of entrepreneurs around the world with different backgrounds, skill-sets, experiences, etc. It is an incredibly well-built platform and I could not vouch for it more! Happy to answer any questions about the platform if you're interested. Leon Comment from hassan fiaz(@deleted-8731180): We kept bumping into each other in Product Hunt comment. Eventually decided to build something together. Comment from ...