... normalized setting up Kubernates clusters and distributed database before getting a single paying customer. A $20 server with a simple, boring monolith can handle 100k users easily. Yet developers spend months managing deployment pipelines instead of shipping features. When did simple, pragmatic engineering become something to be ashamed ...

... look what it built in one prompt" demos. Which is fine, but I don't write code for a living, so it's not telling me much. Genuinely curious if anyone's actually thrown real work at it yet, not a toy prompt. I keep seeing "our best model yet

... product it's genuinely unclear where the line sits. Is swapping the underlying model a significant change to what the app does? Is broadening what the assistant will discuss? I don't think anyone knows yet, and I'd rather have written down my answer before a release forces one. Where I actually am on this. Murror is an emotional-reflection product, so the age of the person on the other side is not a compliance field ... ... most load-bearing context I could have. And I still don't have a clean answer on the verification-method question, because the honest version is that I don't yet

... suddenly lose access to all AI. But what happens if , one day, access to the leading American models is restricted more broadly? We would still have European models, open-source systems we can operate ourselves, and Chinese alternatives. But there is no guarantee that another major power would never make the same decision to protect its own strategic advantage. AI is no longer just another software category. It is becoming infrastructure. It will shape education, healthcare, national security, research ... ... world are American, and Europe should continue working closely with the United States. But cooperation and dependency are not the same thing. Technological sovereignty does not mean refusing to use foreign technology. It means having a real alternative

... worth the trouble. Upload it. Wait. Only then do you find out whether the thing is any good. Every step there is a place to leave, and the person hasn't seen a single reason to stay yet. We were asking for effort before we'd earned any. So we built the opposite: a shelf of documents already loaded and ready to use. Court rulings, SEC filings, university course notes, startup legal templates. You pick one and start asking questions ...

... ahead of our Aug 2 relaunch, I'd rather be useful than hypey. Here's the honest map: what we test, what we don't (yet), what languages it works with, and where we're going. The failures we test for (the "it passed, then broke in prod" stuff): Double-processing the same webhook arrives twice; do you charge the customer twice? Out-of-order / late events a "canceled" and a stale "active" land in the wrong order; does ... ... caught or not? Fake / replayed webhooks unsigned, tampered, or old signed events; rejected? Slow + flaky delivery delays and dropped webhooks. Every run hands you a receipt: the failure reproduced, then gone after the fix. What we DON'T do yet

... much more accessible thanks to AI, the bar has had to rise a bit, or at least the expectations have become stricter. I built my own tool  SafeLimit, but personally, I wouldn t launch it on Product Hunt yet because it s still very basic and doesn t even have a website. Personally, I wouldn t use Product Hunt only to validate an idea or a problem anymore. I would feel ready to launch once I reached these points ... ... groups using it on actual upcoming trips before the end of November. Very manual recruitment, one group at a time. Not really a growth strategy yet

... itself. Every real bug we found (including two inside the chaos-order feature, caught by proving it on prod) we fixed before shipping. What's still rough (because you'll ask)? A couple of integrations we can't measure yet, the public bug corpus is too noisy. We'd rather say that than fake a number. Proof against your actual code (via a Docker provisioner) works end-to-end but isn't in the default flow yet

... that, the questions start: where did this company come from; why does it match my ICP, is this person still working there; where did you find this information; can I change the email; has anything been sent yet? This is not users being difficult. It is a trust problem. People want to remove the repetitive work. They do not necessarily want to hand over the decisions that can damage their reputation. I think a lot of AI products are automating ... ... relevant, researching what is happening inside them, finding the right person, verifying that the contact information is real, understanding why they might care right now, writing something that does not look like it came from a mail-merge factory. Yet

... FetchrLy is the best thing I've built yet solo-founded, AI-powered, solving real job search pain. It finds recruiter emails on its own, sends tailored cold emails straight from the job description, and tracks opens all without manual work. This one means the most to me. SaaS + Chrome extension. Finds recruiter emails from any job post, sends tailored cold emails, tracks opens, and keeps your full mail search history in one dashboard. https://peerlist.io/manas_peers/... ...

... while now, and I keep seeing the same pattern: most people are using AI the same way they used the early internet. They read, they search, they ask questions. But they're not really building or automating yet. And that's not a criticism. The internet took years to go from "browse pages" to "infrastructure that runs everything." AI is moving 10xfaster, but the adoption pattern is the same. Here's what I'm seeing across the community: Stage ... ... things. They write code, research topics, process files. But they're still switching between tools, copy-pasting context, managing each agent separately. Stage three is what I think is actually next, and almost nobody's talking about it yet

... more than any UI polish did. So yeah, I d say naming the problem is the actual unlock. The demo just has to not get in the way of it. Comment from Viraj Parab(@viraj_parab): StartupHQ to organize competitor research, validate ideas, and keep my roadmap focused. It removed a lot of the "what should I do next?" moments. Now the challenge is exactly what you mentioned: getting distribution right. Comment from Mincheol kim(@mincheol_kim): @anna_ludwinowski ... ... Kozlo(@wvitalik): I look for the problem/need first. However, note that some products are solving the problem of a bad existing UX and user interface (think about the goal "to manage virtual private servers" and solutions via the terminal VS

... actions over time. It s based on a problem I ve experienced myself, and (as bad as this might sound) I m hoping I m not the only one who has this problem. The product isn t fully finished yet, but the core functionality is already working well enough to serve as an MVP. The remaining features will be blurred out as Pro features with an upgrade button that will actually lead users to a waitlist. At the same time ... ... maximise the chances of people discovering the extension, installing it, and ideally joining the waitlist? And one more thing: do you think this idea has the potential to succeed? P.S. I do not have a landing page yet

... Have you tried it yet? Grab your copy now. Super easy to set up, very low layout intrusion and not dependent of any core file. All in one place. FREE Download! https://seoauditor.one All feedback is welcome ...

... both content and   product work.   2. Google Search Console I basically live in it. For anything SEO, it's the only honest source of truth   about what's actually happening vs. what I assume is happening.   3. Ahrefs keyword and competitor

... apps that benefit you. The key difference is that important things take priority, while entertainment becomes more enjoyable because you feel like you ve truly earned it. You can learn more and join at https://www.ravelo.app/ (no beautifull screenshots yet, just leave your email to receive an invitation) Share your feedback: is the UI/UX user-friendly? What bugs do you encounter while using it? What could be improved? I really want to make my solution which will be as convenient ...

... around Apple's in-app purchase system for iOS users. This includes linking to a web checkout, mentioning your website's pricing, or showing a "better deal available at [yoursite].com." The review team flags this with real consistency. Yet nearly 50% of AI-generated code fails relevant security and compliance benchmarks and IAP handling is one of the most frequent failure points. 4. Content rating mismatches You rated your app 4+. Your app has a user-generated content section ... ... tells you when a change affects your specific app . Not a newsletter. A targeted alert: "Your current authentication flow now triggers a violation here's how to fix it." We're in early access right now. Not launching publicly yet

... OAuth state vault design room is installed. The latest migration approval gate is now installed for the future Shopify OAuth state vault. Where we are now: Blaze can now preview the future Shopify OAuth state lifecycle without storing anything yet. That includes: issuing a future state receipt binding state to tenant/workspace/store/operator context showing fingerprint-only receipts previewing one-time-use state consumption previewing replay rejection previewing expired state rejection previewing session mismatch rejection previewing rollback posture showing the future migration ... ... structure before it is created This is intentionally not live OAuth yet

... OAuth state vault design room is installed. The latest migration approval gate is now installed for the future Shopify OAuth state vault. Where we are now: Blaze can now preview the future Shopify OAuth state lifecycle without storing anything yet. That includes: issuing a future state receipt binding state to tenant/workspace/store/operator context showing fingerprint-only receipts previewing one-time-use state consumption previewing replay rejection previewing expired state rejection previewing session mismatch rejection previewing rollback posture showing the future migration ... ... structure before it is created This is intentionally not live OAuth yet

... running Contral as a pilot in their CS programs. The idea of students learning to code inside an actual IDE instead of switching between a tutorial and an editor resonated hard with the professors we spoke to. Nothing signed yet but the conversations are real and moving. Bug reports have been humbling. Our early users don't hold back and thats exactly what we needed. We've shipped fixes almost daily since launch based on real user feedback. The product ... ... semester. To everyone who upvoted us on launch day, downloaded the beta, reported bugs, joined the Discord, or just sent us a DM saying the idea resonated, thank you. If you downloaded the beta and haven't tried it yet

... powered crawlers index it. Humans are being removed from the loop entirely . The gap between impressions and clicks is widening. In freight and logistics alone, a study of 28 companies found that every client improved their average ranking position, yet clicks declined for 8 out of 11 . Google is surfacing sites more prominently than ever. Users are choosing not to click. The gap between growing impressions and declining clicks is the clearest measurable signal of AI Overview capture . AI referral ... ... traffic. According to a 2026 survey, 40% of SMBs have experienced traffic disruption due to Google's algorithm changes and AI Overviews. The larger the business, the larger the hit 46% of companies with 11-100 employees saw declines . Yet

... this handled for them. Anyway. two questions for anyone who's already on it: 1. if you run agentic pipelines on the API, what's the worst migration pain you've hit? 2. anyone sizing task budgets in production yet? how are you picking the number? full writeup here if you want the details: https://buildthisnow.com/blog/mo... Comment from Ghost Kitty(@ghost-kitty-9554895): Comment Deleted Comment from Bruce Warren(@bruce_warren): Migration pain sounds non trivial though. Removing sampling ... ... params and changing tokenization could break a lot of existing pipelines. Comment from James Swift(@splitpostio): On task budgets, I'm not sizing them yet

... requests Keep, enhance later Social/Community Engine 14% 4% 19 requests Delay, needs more validation RASE (app store tracking) 11% 3% 22 requests Delay, low retention signal Ranklink (backlink discovery) 9% 2% 24 requests Delay, not sticky yet The features people asked for most (RASE, Ranklink, Social Engine) were used by less than 15% of users. The features they barely mentioned (Workflow Engine, RAIVE, RCGE) had adoption rates above 68%. What we learned People are terrible at predicting what they ... ... every day? We tracked the top 10% of accounts by engagement. Their most-used feature was the Workflow Engine. Not because they requested it. Because it saved them time. They built automation for content publishing, citation alerts, and competitor

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... opposite direction. We set out to build you x you i for SMBs, but once we started doing demos, we quickly identified a need for an enterprise option. We aren't ready to launch to enterprise yet

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs