... upfront they re solved by deeply understanding workflow friction. A few things that made the difference: Started ugly, but started fast Optimized for internal adoption over feature completeness Automated evidence collection early Kept the data model flexible (compliance always evolves) Treated every manual step as a bug The biggest learning: speed of learning mattered more than speed of coding. The tool is still evolving

... where questions are structured around real-world events and the broader spectrum visible. A platform where perspectives sit side by side, and people can better understand how others are thinking, and grow with it over time as the topic evolves around us, as they usually do, and not just what s trending. Our hope is to contribute to a more transparent and balanced layer around news, opinion, and evolving

... technical one. Here s what this changes for us: Cloud credits more runway to invest in product instead of infrastructure Access to Google Cloud specialists validation of our architectural decisions A scalable foundation from day one Better support for evolving our AI-driven planning features At waitlist stage, it s tempting to optimize only for speed. But we re intentionally optimizing for long-term scalability and reliability especially since our users manage real media budgets. For those who ve been ... ... through startup cloud programs: Did it significantly impact your growth or product evolution

... thrilled to announce that Quash is officially live on Product Hunt today! For too long, mobile QA has been a bottleneck, plagued by brittle test scripts, endless maintenance, and the constant struggle to keep up with rapidly evolving UIs. We built Quash to change that. Quash is an intent-driven mobile testing tool that lets you write and run tests in plain language, not code. Imagine testing your mobile app without ever writing a single script, and having your tests ... ... hearts into creating a solution that: Eliminates script maintenance: Write tests in plain English, focus on what to test, not how. Adapts to UI changes: Our AI-powered self-healing ensures your tests remain robust, even when your UI evolves

... work on? What signals told you this problem was worth solving? How did you validate (if at all) whether people would actually pay for a solution? Has your product stayed true to the original problem, or did it evolve into something different? What surprised you the most along the way? If there s anything else you ve learned, good or bad, feel free to share. The honest stories are usually the most helpful. And of course, feel free to plug ... ... sure people are willing to pay, because there are already profitable apps out there but most of them are built for people who already love spreadsheets. I wanted to build for the 90% who don't. It has definitely evolved

... same intensity for a second-grader and a sophomore isn't just ineffective it can damage trust. The need isn't for more features, but for a tool with a dynamic parenting philosophy. One that acknowledges your role must evolve through three key stages: Stage 1: The Manager (Ages ~8-12) You re orchestrating logistics. Tech is for clear, black-and-white rules and instant alerts. "Geofence alerts confirm you got to piano lessons." Stage 2: The Mentor (Ages ...

... Product Hunt I m excited to share what we ve been building at ArchtSoft a platform focused on reducing architectural ambiguity as systems grow and evolve. Modern architecture breaks not because of bad tech, but because decisions, context, and change history get lost . ArchtSoft tackles that head-on. Architecture Version Control (with visual diff & change logs) Architecture evolves

... into a handful of languages, then switch to Ask mode and interrogate the why behind the differences. What s coming next: early access to a mobile app, plus custom/community-driven dictionaries and vocabulary features. Comment from Natasha(@natalsha): Polyglotta is evolving. We re moving from one-off translations toward a tool that helps people think and learn across languages. This update reflects months of iteration and feedback and it s only the beginning. Thanks to everyone who s been following ...

... important, but most users don t want charts and dashboards. So instead of complex analytics, the app focused on: Journaling history Self-assessment checkpoints A sense of narrative over time Users could look back and see how their thoughts evolved, which felt more meaningful than numbers. This approach aligned well with users who wanted reflection, not performance metrics. User Personas That Actually Shaped Decisions Two personas influenced the design heavily. Aiden Startup Founder (42, Toronto) Aiden is busy, mentally overloaded ... ... platform delivery Node.js and MongoDB for flexible backend data handling React.js for admin or supporting interfaces We intentionally avoided: Over-engineering features Premature monetization logic Complex social components The focus was on delivering a stable, usable core that could evolve

... Graph View 2.0 is here, along with dozens of improvements across Recall. This release transforms how you explore and navigate your knowledge: visualizing connections, discovering paths between ideas, and watching your knowledge base evolve over time. Watch the tutorial | Read the docs Graph View 2.0 Card drawer: Click any node to open a slide-out drawer showing the full card content. Read and edit without leaving the graph. Focus mode: Click a node to filter the graph to only that ... ... knowledge base grew over time. Use the date range slider to filter nodes by creation date, or press play to watch an animated timeline of your knowledge evolution

... something was remembered but: When was it created? What replaced it? Why is it being recalled now? Why was it created as a memory in the first place? Memory Graphs is our first attempt to fix that. See memory evolution Watch facts evolve

... stack. I love that this space exists. But I also kept noticing a missing piece in my own projects: Most memory solutions are great at storing facts and messages. What I wanted was a way to maintain an evolving user profile. Not just everything they ever said , but: - What s this user s communication style? - How advanced are they in this domain? - What are their stable preferences? - What events in their history actually matter? In other words: I wanted something ... ... that looked less like a blob of text and more like a structured, typed profile that evolves

... moves money directly between bank accounts, it has become one of the most trusted payment methods for small businesses and customers alike. ACH payments were created to replace paper checks, reduce processing time, and offer a more secure alternative. Over the years, the system has evolved

... tested them all building the same "Todo" app from scratch using identical prompts, requirements, and a stopwatch. The goal: Which AI tool actually delivers production-ready output, not just pretty demos? Watch the full head-to-heads: JustCopy.ai vs Base44: https://youtu.be/c79HJaWz6Y8 JustCopy.ai vs

... data to their office (the cloud). Dropstone is different. It s not just a wrapper; it s a Recursive Self-Improving Environment that lives locally on your machine. Why Dropstone still matters in the Gemini 3 era: Recursive Memory vs. Stateless Context Gemini 3 has a huge context window, but Dropstone has permanent memory. If Dropstone fixes a bug in your API today, it learns from that mistake and updates its own internal guidelines. It doesn't just generate code ... ... evolves

... Calendly evolved. CRMs evolved

... everyone, I m Koushik, and I ve been building something I finally feel ready to share. Over the past year, I ve been working on Opinion Outpost , a platform designed to map how opinions evolve over time. We express thousands of opinions every year across different platforms, but there s no system that actually tracks how our thinking shifts, drifts, or grows. Everything disappears into noise. Opinion Outpost tries to solve that. What Opinion Outpost does Every opinion becomes ... ... opinion s history. Users can fork or unfork existing opinions instead of simply liking or reacting. Each person gradually builds their Opinion DNA based on how they think across different topics. Topics form their own Thoughtverses entire clusters of evolving

... coding tool today suffers from the same flaw amnesia. It forgets what you ve done, what you re building, and how you think. We built Dropstone to change that. Powered by our new D2 Engine , it learns, remembers, and evolves with your code. It doesn t just autocomplete; it understands. We re about to launch soon, and I d love to hear your thoughts: What frustrates you most about current AI coding tools? How do you imagine an AI that ... ... begin here. Comment from Santosh Arron(@santosharron): @aarav_pittman  Exactly. That s the gap we set out to close. Memory is the missing piece in AI-assisted development without it, every session starts from zero. Dropstone learns and evolves

... small blog featuring tutorials and design resources. Over time, step by step, it grew into a platform, then into a family of tools, and finally into a global team and community. And despite all these transformations and evolutions over the years, Designmodo remains devoted to its core purpose to bring value by helping people become better in what they do, every day. In 2020, we celebrated our 10-year anniversary and shared with you, our loyal audience ... ... seen designers, marketers, developers, and entrepreneurs use Designmodo in ways we never imagined! Some of them have been with us since the very beginning; others discovered us just recently. And together, they shape Designmodo s path and evolution

... Communicate with Transparency Trust drives repeat sales. Keep customers informed: Production started Any delays or updates Expected fulfillment date Transparency builds loyalty. Step 3. Turn Backers Into Customers After your campaign ends, your relationship with backers doesn t it evolves. Because Fundlify is fully integrated with Shopify, every backer and order automatically lives inside your store. No exporting, no manual work. You can send custom notifications and updates directly through your campaign to keep customers informed, appreciated, and engaged ... ... Each cycle makes your brand stronger and more predictable the AJF approach in commerce. CHAPTER 4. WHY FUNDLIFY + SHOPIFY = THE FUTURE OF CROWDFUNDING Kickstarter and Indiegogo were built for ideas. Fundlify was built for brands. Fundlify is the natural evolution

... tools are evolving crazy fast , every few weeks there s a new must-try for vibe coders. Some people are building full products with @ChatGPT by OpenAI and @Replit , others swear by @Cursor and @Claude by Anthropic , and a few are mixing @Lovable + @v0 by Vercel + @bolt.new to ship apps in record time. I ve been refining my own vibe stack lately, trying to find that sweet spot between speed , control , and creativity . It made me wonder ,what does your ... ... kind of projects you re shipping Let s crowd-source the best combos for 2025 . Who knows, maybe we ll spot the next trend before it blows up. Comment from mina(@minach): @pasha_tseluyko  Good point , extensions in VSCode

... back in middle school, where my brother and I pretended we were in Star Wars, dueling with dowel rod lightsabers. By the time I met my co-founders, Spencer and Charlie, in college, my storytelling had (I hope) evolved well past my VFX-obsessed origin story. We met on the set of a feel-good student short I directed last fall. But this wasn t backyard filmmaking anymore. We quickly got stuck in a hellish landscape of spreadsheets. Nobody ... ... minutes. We used @Storiara on our next short. Then a few more. Soon, other filmmakers started asking for access. What surprised us most was how much production coordination can be optimized once you give the system context. That evolved

... Explore tangential questions without disrupting class flow 4. Multimodal Learning Support The automatic inclusion of flowcharts, sequence diagrams, and infographics addresses 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 with unprecedented breadth and availability, this teacher has redefined her role: Traditional Role: Knowledge Transmitter Lectures on content Answers ... ... take ownership of their learning Knowledge exploration continues 24/7 The question isn't whether AI will change education, but how teachers will adapt. This case study demonstrates that with tools like FunBlocks AIFlow Mindmap, educators can remain indispensable by evolving

... everyone I ve been diving deep into the future of global payments and how things are evolving. With new tech and payment systems emerging, it s exciting to think about how they ll shape the way businesses send and receive money internationally. I d love to hear your thoughts on: What trends are you watching closely in the world of global payments? Do you think blockchain, real-time payments, or digital currencies will dominate in the next 5 years ... ... think payment speed and fees will change for businesses as these trends evolve

... Product Hunt I m David Ikolo, a 17 y/o full stack dev from Nigeria and I just launched Nexa a self-evolving AI-powered search platform designed to make information open, instant, and human. No SEO tricks or ads just upload your thought and it s live and searchable instantly. Nexa connects ideas using a tag-based system and learns from real user input. Right now, only text uploads are supported and links are auto-detected and clickable ...