... What you can do: Seriously stress-test your business! Automatically train a powerful LSTM model with your data. Unlike linear models, our LSTM understands the complex, non-linear patterns in your historical series. It recognizes seasonality, dependencies between variables, and long-term trends to give you a super-precise baseline forecast. Use the predefined scenarios: Instantly model a Crisis, Growth, Volatile, or Stagnation market with a single click. Crisis: Get ready for a prolonged collapse to test how resilient your ... ... company is. Growth: Plan for success by simulating long

... built Nutralyze, a mobile app that suggests healthier or more suitable alternatives the moment you type the food (and amount) you want to skip e.g., 150g fries get swaps with a quick rationale. How it works Enter the food + amount you d like to avoid. AI returns contextual alternatives

... sequences I'm curious: Which companies nailed your post-trial experience? What would make you more likely to upgrade later vs. bounce forever? The post-trial moment is just as important as the trial itself - it's all about building long

... time to work instead of travelling and am more focused. Comment from Aleksandar Blazhev(@byalexai): @busmark_w_nika  That s true. My cousin is doing his master s degree in China, and he says they study all day long. It s really nothing like Europe. They ve been chasing goals their whole lives. Of course, living that kind of life isn t exactly fun. But if you re aiming to be number one, that ... ... Nika(@busmark_w_nika): @asia_sparks  IMO it is better to have a flex schedule :) Comment from Nika(@busmark_w_nika): @atsymbol  I can see a potential threat while one country works shorter and another country works longer

... like button. Benchmarks, benchmarks, benchmarks Benchmarks should always be taken with a grain of salt . They are effectively a snapshot of a models capabilities under near perfect conditions. Sort of like the Big Mac you see on the ads vs the Big Mac you get in the bag. It gives you a good idea, but they're far from a perfect measure of real world usage. Math (AIME 2025, no tools): 94.6 percent Real-world coding (SWE-bench Verified ... ... Multilingual programming (Aider Polyglot): 88.0 percent Multimodal understanding (MMMU): 84.2 percent Medical reasoning (HealthBench Hard): 46.2 percent Graduate-level logic (GPQA without tools, via GPT-Thinking Pro): 88.4 percent In production, GPT-5 Thinking cuts hallucinations by 45 percent versus

... 6 weeks ago, I soft launched Storypot - an app that I vibe-coded along with my 5 year old co ...

... agents, API responders, and multi-agent systems that need to run continuously. One of the biggest headaches I ve run into is deployment. Most cloud platforms (AWS, GCP, etc.) are built for stateless apps or short-lived functions. But for long-running, stateful agents, the kind that need to persist data, auto-recover from crashes, and expose custom endpoints it gets surprisingly messy. I ve spent so much time setting up VMs, Docker configs, and recovery logic than actually writing ... ... agent behavior logic. Has anyone else faced this? Curious how others are handling deployment for autonomous agents that aren t just scripts or jobs, but actual long

... like @Cursor and @GitHub Copilot, and terminal-based setups, like using @Claude Code to generate commands, scripts, or entire files. Both have their fans, but which one actually helps you move faster? Curious what flow people are sticking with long term, and where you see the most gains (or frustrations). Comment from Pedro Marchal(@pedro_marchal): Honestly, I'm team "why choose?" on this one. Been using both Claude Code and Cursor daily, and they each handle different parts ... ... excellent, the code it generates tends to be of very high quality (I'm honestly surprised how good sometimes. It still suffers from the same issues as other agentic coding tools (misunderstanding, losing context as the conversation gets longer

... derivatives exchange: it s not enough to keep doing your part; someone above you has to mess up for you to move up. Your gain = someone else s loss. Brutal, but oddly motivating. So I m curious How long is your current streak? And what do you think about this competitive patience mechanic? Is it fair? Is it fun? Let s talk streaks And last but not the least what's the value you obtain from the streak? Comment from ... ... once It kind of motivates you to always contribute to the platform Comment from Ash Grover(@ash_grover): I had it at 103 once. Life takes over sometimes :) Comment from Zagita(@rani_zagita): Dang, 858 days is impressive! My longest

... none didn t scale. Now that we have specialists designers who like to deeply think through user flows, and engineers focused on clean architecture the quality of what we re shipping has leveled up dramatically. Our product no longer feels like a huge pile of features. But that also means our old ways of working don t work anymore. We ve had to get a lot more intentional about planning, collaboration, and communication, so we can maintain our speed without ... ... development. Before we write a single line of code, we break down projects into extremely granular issues in Linear, with clear time estimates for each one. Only when you do this do you get a realistic estimate of how long

... someone deeply involved in video marketing and content creation, I ve seen the meteoric rise of short-form video (TikTok, IG Reels, Shorts). It s amazing for quick growth and instant engagement. But lately, I ve been noticing that long-form videos are quietly starting to regain attention especially when it comes to building deeper trust, better community connections, and longer

... Brand Protection Counterfeiting is a trillion-dollar global problem compromising consumer safety, damaging brand reputation, and causing significant revenue loss across sectors such as pharmaceuticals, FMCG, personal care, and electronics. Traditional enforcement methods and supply chain controls are no longer enough. To stay ahead, brands must evolve and that evolution begins with the consumer. Turning Consumers Into Authenticity Advocates Ennoventure believes that every consumer can be empowered to act as a real-time verifier of authenticity. With the right tools ... ... design or manufacturing workflows. For critical industries like pharmaceuticals, nutrition, and automotive components where counterfeit products pose safety risks this real-time visibility offers a decisive advantage. Trust as a Growth Strategy In a crowded marketplace, trust is no longer

... unrelated voices and background audio Lacks user voice profiles or CRM features No Apple FindMy support Hardware feels less premium Design & Build: Gorgeous app with mid hardware design I often wore my Fieldy underneath my shirt and as long as it wasn t thin and white, it s barely noticeable. My style is a bit loose fit, so if you re used to muscle shirts or a tighter fit, this won t be an option for you. My first ... ... impression of the actual device was that the plastic finish felt a little underwhelming, especially if you re used to the polish of Apple or Nothing devices. This made me want to hide the device vs

... prefer, it can simply be your handy assistant. What Makes LunaTalk Unique? 1.Cutting-Edge AI Models Get real-time access to the latest and greatest AI models, like Claude, Gemini, Grok, Gpt, DeepSeek, and more! 2.Super Long Memory & Context Enjoy extended memory, context, and responses. Our unique remember feature keeps the AI sharp, perfect for long

... prefer, it can simply be your handy assistant. What Makes LunaTalk Unique? 1.Cutting-Edge AI Models Get real-time access to the latest and greatest AI models, like Claude, Gemini, Grok, Gpt, DeepSeek, and more! 2.Super Long Memory & Context Enjoy extended memory, context, and responses. Our unique remember feature keeps the AI sharp, perfect for long

... powerful dialer that works directly with Zoom Phone, built for outbound sales teams that live on the phone all day. Just launched the beta! Comment from Hareesh Bahuleyan(@hareeshbahuleyan): I built Layover Planner to help travellers to transform their long waits at airports into valuable travel experiences, by sharing informative airport layover guides. For vibe-coding the frontend, I used Cursor which was great. Honestly I started quite optimistic with the hope that it should be completed within ... ... app.arcade.software/share/IRr0ChhbSayeRAG6bAYA Demo Video: best, Areeb Ali Comment from Chris Chapin(@chris_chapin): @busmark_w_nika Yes. Learning by doing not just practical Comment from Chris Chapin(@chris_chapin): I am taking a different approach. As long

... Yesterday I met my friend after 2 years, and of course, after such a long time, we had a lot to talk about. I was excitedly talking about technology and what AI can do, since he is not primarily from a tech background. Suddenly, he surprised me with one question: (He got me.) "Tell me, why shouldn't AI replace you?" And it's really hard to answer this, because AI is starting to be much better at tech/online things ... ... engineering, the goal is not just to produce code that works today, but to design systems that are maintainable, scalable, and resilient to future demands. While AI can rapidly generate multi-layered architectures, it does so without awareness of context, long

... worked surprisingly well for your product in its early days? Were you targeting a niche audience or solving a very specific pain point? How did you implement and measure the success of that strategy? Did it help you attract engaged, long-term users rather than just volume? How did that approach evolve as your product scaled? Would love to hear detailed examples and lessons learned from your own journeys! Comment from Manu Goel(@manu_goel2): No silver bullet there unfortunately ... ... Some immediate successes are aberrations otherwise it's a long

... find support, funding, and community for queer folks building in tech Accelerators, Funds & Founder Support StartOut Growth Lab A non-profit accelerator specifically for LGBTQ+ entrepreneurs. Backed by SVB, JP Morgan, and more. I ve been a long time member of startout as a general member but they also have this excellent accelerator that I joined when I founded Buffalo Market. Startout is a great easy place to meet your first fellow LGBT makers. They have branches ... ... They are not some niche investor but huge. I also counted on them during some really tough economic times, post series A. They invest from seed to later stage. Backstage Capital They ve funded many queer founders and have a long

... your feed s getting a turbocharged AI bodyguard. Ready for a smoother, safer scroll? Let the bots do the boring stuff! ( Source ) Turning Boring Businesses Into Profit Machines! Forget shiny new startups! Elad Gil s playing the long game by buying up grown-up businesses like law firms and accountants. His secret weapon? AI! He s using smart software to zap repetitive tasks, boost profits, and then merge these businesses like a boss with his roll-up style. Think ... ... move with GPS precision sharper than your own. It also keeps an eye on their health and activity, so you ll know if Rover s just lazy or secretly training for the dog Olympics. With a battery that lasts longer

... Pocket is shutting down - by now, we all know that. I wasn t a regular user myself, but I did test the app about a year ago. From what I m seeing in the comments, long-time users are understandably panicking. There are plenty of alternatives

... noticed that in most growth discussions, people tend to focus heavily on SEO optimizing blogs, backlinks, keywords, etc. But very few talk about paid traffic strategies, especially analyzing competitors ad placements, creatives, and media buying patterns. In our experience, paid ad data often gives faster, clearer direction especially when entering a new market or launching a product. Curious to hear from others: Do you analyze competitors

... customers always asked for more. They wanted a product that didn't just "work" they wanted something they could rely on, scale with, and feel proud to use. That s when I realized something critical: Good enough is no longer good enough. The bar for product excellence is higher. Users ... ... today demand real value, not just proof of concept. So this time, I took a different path. Instead of rushing, we re building a product that lasts: No tech debt No bugs A clean, intuitive UI Fully aligned with our long

... every day @SurfPal a time tracker for my internet browsing @TabsMagic one tab in a browser that gathers my other tabs (something like Trello for my tabs) @Tidyread Chrome extension that reads RSS feed (summarises news) Do you have any long-term experience with the tools you've discovered on Product Hunt? Feel free to share. Comment from Gianmaria Caltagirone(@gianmaria_caltagirone): I haven t found it yet But if I had used some of the tools I discovered here ... ... browser, and these bookmarks are transferable. Comment from Nika(@busmark_w_nika): @canva   @aryansharma17 , Did you find it on Product Hunt or only see that tool featured? They have been on the market relatively long

... equal voice, are perfect for us underdogs to find our first "allies." I've noticed on Reddit that crafting high-quality, insightful replies can really create a bit of FOMO and draw people in. 3 The magic of long-tail keywords: Xiaohongshu is basically the search engine for Gen Z these days, right? Those suggested keywords when you search for a product, and the long