... supports 4 languages (EN/KO/JA/ZH) not just UI translation, but the analysis itself is generated natively in each language. Tech stack: Next.js on Cloudflare Workers, FastAPI + SQLite on Railway, Claude for narrative analysis + deterministic NLP pipeline (TF-IDF, sentiment, topicmodeling). Try it: novelcat.io pre-analyzed The Godfather screenplay sample, no signup needed. Still v0.1.0, would love feedback from the PH community ...

... with remarkable accuracy across decades. The models don't just add up they interact , creating insights that no single model

... Context Flow changes that. Now you can capture information from ANY website and instantly use it across ChatGPT, Claude, Grok, Gemini, Perplexity (or any of 30+ AI models in our memory studio). If AI is truly your second brain, it should follow you everywhere you go. Here's how it works: Create topic

... Then, configure a conversational large language model in the plugin. If you re only curating articles, configuring just the conversational model

... share a similar underlying model: Questions are posted by users. Answers are submitted by other users. Threads grow over time through comments, edits, and votes. Content is served dynamically from databases. This approach has some strengths. It encourages participation, allows multiple viewpoints, and can surface niche expertise. However, it also introduces several systemic problems that become more severe at scale. Answers can become outdated as technology, facts, or best practices change. Threads often drift off-topic

... more than ever, when you look at new products launching on Product Hunt or anywhere else online, the conversation is dominated by one topic:  virality . There is an endless stream of tools and hacks promising to make your content "explode." It often feels like "going viral" has become the default KPI for every modern business. If you aren't trending, are you even growing? But is going viral a r eal, effective marketing strategy ? Pros: Massive awareness ... ... honest, watching the view counter spin is exciting. Cons: The "tourist" traffic:  Viral hits often bring curious onlookers, not qualified leads. They arrive, look, and leave without converting. Unpredictability:  You cannot build a reliable business model

... Curious how others read this, happy to follow and engage with others who are interested in similar topics Comment from Aaron(@panama_ace): @tinyorgtech  Perhaps OpenAI signalizing it wanted to get into Apple's pockets is partly behind the selection of Gemini? Comment from Klaus - WONG CHI HUNG(@hkklaus97): Totally pragmatic partnership for now Apple s been lagging on foundational models

... question that connects those dots: How do we actually make money - in a way that lets this become a self-sustaining business? If you re building in AI, that question is... not easy. I've been thinking about this topic a lot for Ting. I've seen pricing through a lot of angles in my career. At adidas (perceived innovation, even just more logos on item), Yeezy and drops more for hype and scarcity, and at TikTok and Snapchat ... ... card on file then expand the range and value of goods over time. Not to mention inflate the algo on commerce posts to drive the behaviour. And finally in video games I learnt a lot about free-to-play models

... afraid that this platform will be flooded by AI and will become inauthentic and uncreative. But this acquisition may have nothing to do with that. Comment from Syed Hassan(@syed_hassan9): @busmark_w_nika  Control on the model side is one thing, but distribution and incentives are the harder problem. Once AI content blends in at scale, it s less about capability and more about governance and taste. Opening Sora for portfolio-style use makes sense contained context, clearer ... ... work if they actually wanted to own a social network. However, I m not sure if AI and social networks actually blend. IMO, social implies genuine communication with real people. Comment from Marco Di Cesare(@marco_di_cesare): Interesting topic

... truly doing, enabling us to detect the early warning signs of potential future sickness absence. We Need Your Expertise and Feedback We are now laser-focused on refining this predictive model and ensuring the user experience is flawless. Who can help us with feedback on this topic

... touch Twitter / X: @alexcloudstar Email: alexcloudstar@gmail.com Comment from fmerian(@fmerian): let's go! Comment from Antonio Tropiano(@tropianhs): Hey all! I am a freelance AI Engineer looking to help startups set up their Analytics infrastructure, build predictive models, leverage LLMs to create AI-powered features, and, in general, make sense of their data. I have 15+ years of experience in Data Science, and Analytics, and I have been building and launching products since 2019. Check my PH history to know ... ... global software firms like Zoho and Animaker, I began an exciting journey in freelancing. These days I mostly write or ghostwrite, I also have hands-on experience with SEO research. That means I can do keyword research, create topic

... years, taste plus speed wins, not perfect syntax. Comment from Abhinav Ramesh(@abhinavramesh): For me...what's lacking in AI is like you said, taste, which I sometimes struggle to put into words to communicate to the AI models Comment from Nathaniel Burke(@ngburke): @amir_wallace  Thanks for your thoughts... regarding preserving the architect role, I think it ultimately becomes the remaining human role for high performing organizations. All of what I mentioned before plus a dash of retained ... ... architectural role as teams scale. Comment from yahaha(@yahaha66): actually UX writing, I think UX writing is extremely important. AI-generated content lacks emotion, and with so many products these days, sincerity is crucial. Comment from Globasoft(@globasoft): Good topic

... mainstream adoption using Topical Analysis Cross-reference trending themes with your audience's established preferences from Channel Insights Create content at the intersection of rising demand and your unique expertise Google Trends data analysis shows early adopters of trending topics

... businesses that: Remembers everything you tell it, web digs you ask it to do, docs you attach, remembering conversations and aggregating them into topics for effortless interactions Keeps your data private with fully encrypted data & air-gapped AI inferencing, neither us or AI corporations see it when using our default "Tan" provider in the model

... various field operations, Preet tractor price has become one of the most discussed topics in 2025. The brand is known for offering strong performance at a budget-friendly cost, making it a perfect choice for small, medium and large-scale farmers. Preet Tractors is an Indian company that focuses on manufacturing tractors suitable for tough Indian farming conditions. The company offers tractors ranging from compact 2WD models

... preferences like please keep answers short , it forgets what you discussed last week, and it can t reliably recall that the person on the other side is an experienced dev at a startup, not a beginner. We have incredible models, but when it comes to long-term interaction with a human, they re basically goldfish. Today, I m excited to share something I ve been building to fix that: GetProfile is now open source a drop-in LLM proxy that ... ... Captures It receives conversations between your users and your AI via an OpenAI-compatible chat completions API. 2. Extracts It uses LLM analysis to extract structured traits (like expertise level, tone preference, interests) and important memories (events, milestones, recurring topics

... deeply, so I d love to hear different perspectives. If this topic resonates, feel free to DM I m happy to exchange ideas. Comment from Christian Van Gils(@christian_van_gils): @ixord  That's a fantastic point, and thank you for validating the core idea! You're right, it is much deeper than just data. I totally agree that every person operates on their own stress model

... Even back in university, I noticed how much younger people (17 or 18 years old) were always jumping into some kind of trendy business model or income stream that happened to be booming at the time. First, it was dropshipping and flipping items. Then came NFTs and everything happening in the crypto space. Now everyone seems obsessed with quick vibecoded AI solutions and investment apartments. Every time, I feel like I m missing out but on the other hand, these ... ... business, just I am missing the point) (I still remember the classic MLM schemes, especially with beauty brands like Avon, Oriflame, Mary Kay, etc. :D) Comment from Pamela Arienti(@pamela_arienti): @busmark_w_nika That's a very interesting topic

... thread, Nika. Beyond the obvious classics like The Social Network , I d recommend two less conventional picks that capture the real friction of building: Moneyball (2011): It s fundamentally about disrupting inertia and proving that a superior, non-obvious model can succeed despite budget constraints and institutional resistance. Pure product/market fit tenacity. Timbuktu (2014) / (No, actually, go with Jiro Dreams of Sushi (2011)): A deep dive into mastery and uncompromising quality . It s a powerful lesson in focusing ruthlessly ... ... favorite. You can see parallels of founders in 1800s to today s tech founders like Larry Ellison, Musk, Page etc. Comment from Mark Lemuel M(@kilopolki): wolf of wall street hahah Comment from Aleksandar Blazhev(@byalexai): Great topic

... came across Paul Ekman's Basic Emotions Theory, which very succinctly lays out the basic human emotions, the feelings that arise from them, and the reactions. I couldn't find a single app that worked according to this model. Since I already had experience in mobile development (almost 10 years), and also knew professional psychologists, I decided I could try making it myself! What emotion tracking in Sphera gave me (and why the mood tracker doesn't work ... ... changed in my life. 7. A gentle development of positive thinking without toxicity has emerged Before working on the app, I greatly underestimated positive thinking; I thought it was either stupid or manipulative. But after studying this topic

... after shared lessons On-demand clarification without waiting for the next class Deeper engagement with topics that spark curiosity Ownership of their learning journey For Teachers: Reduced preparation time for visual materials More energy for interaction and guidance during class Better insights into student interests through their whiteboard explorations Scalable support as AI helps answer common questions The Future of Education: A Collaborative Model

... Comment from Nikita Sorokin(@nikita_40in): For our team the vibe stack is deliberately basic: Windsurf + Claude Max as our main coding setup Figma for all design work and prototyping Raycast as the command center daily chats with different models + hotkeys for everything So far this tiny stack is enough to ship fast without drowning in tools. Comment from David Gilbert (DaGi)(@dagifromdmi): My Stack in a Nutshell Notion Ai (You get access to Claude, Gemini ... ... vibe coding" tool Emergent , it should be able to handle complex workflows and webapps, so I'm trying that as well now. Seems like a good tool to try and build my SaaS idea in. For research on any topic

... Product Hunt folks, I m Mark, CPO at PawChamp . Together with my team, we re building PawChamp a Dog Training and Care Companion app. Most of our team are pet parents, so this topic is very close to us. When we started PawChamp, we wanted expert help to be available anytime, anywhere. At first, we added 24/7 chats with dog trainers fast replies, real people. But humans have limits. They can t always send long, detailed instructions right away. That ... ... Product Hunt: https://www.producthunt.com/post... #pawchamp #pawchieai #dogtraining #petparents #launchday Comment from Mark Opanasiuk(@mark_opanasiuk): A bit more about how we built Pawchie and what s next. There wasn t a ready solution we could just use. Every model

... have been around since the GPT-3 days, and one thing I ve noticed with GPT-5 is how careful it has become. One clear difference between GPT-5 and the earlier 4o model is a kind of hesitation when it comes to certain topics

... Pushing through the last 10% of developing was tricky, but giving up was never an option - Just keep trying and trying and trying until finally it all comes together in the end! Comment from Alessio Di Salvo(@ale206): Nice topic. To me, it depends :) I could create from scratch and an empty project a proof of concept of a simple mobile app in Android Studio by connecting it to Gemini API, and prepared to launch it here too in just ... ... fixing it will take 10x more time than writing code yourself Comment from Alejandro Esquivel(@alejandroesquivel): @minach  For the tasks I let agents handle in autopilot, low effort tasks I feel can be one shotted with the latest models