... politician or based on your country we send topic-based notifications (basically broadcast to a group). Easy. But now I m building notifications for comment replies Which means: they have to be user-specific. And suddenly everything gets interesting. Tokens: rotate all the time are tied to a device, not a user (so login/logout matters) expire if not used and if you don t clean them up they hurt your delivery

... politician or based on your country we send topic-based notifications (basically broadcast to a group). Easy. But now I m building notifications for comment replies Which means: they have to be user-specific. And suddenly everything gets interesting. Tokens: rotate all the time are tied to a device, not a user (so login/logout matters) expire if not used and if you don t clean them up they hurt your delivery

... without requiring users to scroll through debates, comments, or tangential replies. Instead of dynamic databases and constantly changing threads, Qeeebo uses static pages generated ahead of time. These pages are organized around individual questions, grouped by topic, and delivered through a global content delivery

... heavy users. The live product is at lucidextractor.liceron.in if you want to see it. Happy to do a quick call to walk through the architecture for your research! Comment from Chris Conlee(@conleec): This is a great research topic, Ryan. As a solo founder launching PictaBase today, I can tell you that for a "pro-sumer" tool, the stack isn't just about what's easy it's about what's provable and sustainable . I built PictaBase ... ... Auth's Stripe integration. We don't maintain payment state machines ourselves. Auth & reach Resend. Passwordless login: 6-digit code to your email. Welcome emails and i18n mail go through Resend, one API call into our auth hooks. Delivery

... platform? Comment from Nika(@busmark_w_nika): @tetianai  Try to filter the most successful topic here and build on that. Maybe some of them can be approved. Comment from AlexlA(@alex_la0): @busmark_w_nika  I totally agreed that. What truly matters is the content itself that's where differentiation lies. Creativity and authenticity are paramount; AI accelerates the creation and delivery

... agencies, but freelancers who are also short of time and busy by doing real creative work they do not want to be halted by administrative tasks. Comment from Nika(@busmark_w_nika): @nikhilshahane  Just out of curiosity, which topics related to AI and digital agencies are interesting to you? :) I would like to contribute more in these terms. Comment from Nika(@busmark_w_nika): @david_martin_suarez  Will you send an application to Ycombinator? Comment from Boris Gostroverhov ... ... where we're headed with GitScrum MCP Server (literally why we built it). AI-Native Agencies is the sleeper hit. Agencies are drowning in client work, and autonomous agents could flip the whole model less burnout, better margins, faster delivery

... tangible and easier to grasp. After Class: Where Learning Continues Here's where the magic happens. After each lesson, the teacher shares the whiteboard with her students. Each student can: Clone their own version of the classroom whiteboard Explore topics at their own pace in a personal knowledge space Generate detailed content for subtopics that interest them Create related questions and explore connections Continue learning with their "AI teacher" long after the bell rings Why AIFlow Mindmap Works: Key Benefits ... ... different learning styles, making complex information accessible to visual, logical, and verbal learners alike. The Teacher's Role Evolution: From Lecturer to Knowledge Architect This case study reveals an important shift in the teaching profession. As AI handles knowledge delivery

... noticed a common theme: once an episode goes live, it s hard to know what really worked. So we started asking questions like: How do you get editorial feedback on tone, pacing, or guest delivery? What helps you figure out which segments or topics

... what? We re all already using AI, and it s no longer a wow advantage. Comment from Ramesh Kumar Ramachandran(@rameshkumar_astravue): Interesting topic. Is this being piloted across all industries or just a few verticals? I believe a 5 8 schedule is a good balance. Before running my own startup, I managed support and delivery

... genuinely part of this community, not just launching and leaving. A quick intro about me: I m 38, with 15 years of experience in startups. My focus has been on growth. I ve worked in ride-hailing, fintech, food delivery, etc. I ve helped scale companies from zero to over $100M in value, including a few unicorns (mostly local markets). Now, I want to learn more about how to launch globally and I m here to learn from ... ... know you re here too And if you ve ever felt like nobody notices you on Product Hunt, then hey I guess I m not alone Comment from Yemi Oyepeju(@uxyemi): For us, it s leaning into discussion topics

... still doing everything all by ourselves. Salute to all solo-founder! You all are the true hero! Comment from Andrea Liao(@andrea_liao1014): @busmark_w_nika  Loneliness has been mentioned for the most times for this topics! If there's any community where solo-founders can support and cheer for each other, that'd be a big source of energy for solo-founders! Comment from Jayesh Chauhan(@jayeshhchauhan): @andrea_liao1014  Sure I didn't mean that solo founder ... ... Constantly making every choice alone can be exhausting. No Work-Life Balance Work easily bleeds into personal time. Self-Doubt No external validation can lead to imposter syndrome. Inconsistent Income Financial unpredictability adds pressure. Limited Time Juggling admin, marketing, delivery

... Updates' folder rather than 'Promotions'. Examples include PH's newsletter, The Atlantic, HubSpot, PostHog, Daily Brew, The Information, Lenny's Newsletter, OSRS . But these aren't like, show-stopping emails or anything. Just reasonably well done and focused on topics I already care about. And given your industry and how important your content could be to someone, I can definitely see that being pretty impactful. So I guess four suggestions: 1) don't overlook email deliverability as it can gatekeep ... ... group of people who could benefit from that value, then it is a good time to think about a roundup piece like a newsletter. 3) AI is a tool that should save time on the execution of this value delivery

... Judd(@zhuyuejoey): The auto camera movement is really good Comment from Shravan Rathish(@shravan_rathish): @arun_tamang  Yes, we have a feature called Cuts that automatically splits longer videos (over 10 minutes) into bite-sized clips based on topics. However, this feature is currently available only to users on our Enterprise plan Comment from Ashutosh Raj(@ashutosh_raj): @kamma_milady  Totally hear you syncing with a changing UI is brutal. We built Clueso to cut through that mess ... ... Thanks a lot Joey! It has been one of the most loved feature on Clueso :) Comment from Shravan Rathish(@shravan_rathish): @gapostolov  You should try out Clueso . You don't have to worry about the script or proper delivery

... often rehearse multiple times in a quiet space where I won t be interrupted. I also record myself to assess my performance and identify areas for improvement. This way, I can continuously enhance my fluency and emotional control during delivery. Comment from Nika(@busmark_w_nika): @kaustubhkatdare  3 is my favourite :D But it is better to know and say facts than nonsensical things :D Are your TED X talks somewhere recorded and available online? :) Comment from Nika(@busmark ... ... this thought? Comment from Nika(@busmark_w_nika): @cheerst  4 that one is a real challenge to me :D I am terrible at music :D Comment from Nika(@busmark_w_nika): @manu_goel2 And what about those uncomfortable topics

... tools are the self learning, read-through module type deals (which I've found to be immensely boring and hard to follow along with as a new hire), while my content is more so meant for the traditional classroom delivery environment. So my question is: have any of you seen the need for a classroom-environment tool like mine in corporate L&D/Training? I haven't been in any companies that teach their employees in a classroom-like setting ... ... that level of risk something you've considered? Could you partner with another vendor (like Vanta - not affiliated) for taking care of more sensitive L&D gruntwork while your core application handled L&D for the "sexier" topics

... like "Read It Later", export multiple as one EPUB Cross-platform - iOS and Mac with iCloud sync Built-in browser - Access login-required content Kindle delivery - Direct email with dedicated server Share Extension - Save articles from other apps What it does: Transform cluttered web articles into clean EPUB files. Save to library, organize by topic

... conditions in atomic counters and eliminating cross-tenant enumeration oracles. Earnings: I am launching today on Product Hunt with a Lifetime Deal. The project is designed to be sustainable by solving the "LTD killer" uncontrolled egress through CloudFront-backed delivery and project-scoped signed cookies. We are live today. If you value data portability and pixel-blind architecture, I would love to have you stress-test the result. @PictaBase Comment from Chris Conlee(@conleec): The first product I "vibe coded ... ... cross-platform, multimodal agent that sees , hears , thinks , speaks , and acts on your machine. Free & open source. A deterministic, AI-powered timeline intelligence engine that assembles precise, interactive 2D and 3D timelines to explore the journey of any topic

... often cover software topics on ProductHunt, but sometimes we overlook the fact that tech can be felt most in the physical world (hardware). As of mid-2024, there have been approximately 3,979 reported incidents involving autonomous vehicles (AVs) in the United States since reporting began in 2019. Source And yesterday, I read an article that Amazon-owned autonomous vehicle company Zoox has suspended driverless testing and voluntarily removed its software after its robotaxi crashed in Las Vegas. I still ... ... still on the fence. I get the logic machines don t get drunk, distracted, or tired but the edge cases in real-world driving are wild. I d trust them more in controlled environments (like logistics or last-mile delivery

... with them for over 70 years. Comment from Lyra(@lyra66): This is such an interesting topic! I think we are still a bit far from humanoids fully replacing manual labor, but we are definitely heading in that direction. As you mentioned, the upfront cost might make sense for companies in the long run, especially as these robots become more affordable and capable. Warehouse workers, delivery

... rajiv_ayyangar): @ralphlasry   @matistski  amazing - I ll check these out! Comment from Artin Bogdanov(@artinbogdanov): Hi Mati, I'm currently building an app called SUN, which allows curious minds to create deep-dive audio-courses on any topic with an integrated Q&A capability. I tested ElevenLabs' product, uploaded and trained voices, and I have to acknowledge, you've created an incredible product. Training a new voice requires less than a minute of audio, and the quality ... ... might be there now? Comment from Mati Staniszewski(@matistski): @ralphlasry  we might already be there for a number of voices, use-cases & languages! I think it will mainly depend on your exact accent or style of delivery