... user preferences per persona Emote Learning : Tracks preferred emotes and animations based on user feedback Relationship Metrics : Calculates rapport, familiarity, and trust scores over time Favorite Topics : Automatically identifies and remembers user's favorite conversation topics

... nail." His solution? Build a latticework a mental grid of 80 to 100 models drawn from across disciplines and use them simultaneously to analyze any situation: Physics & Systems : Feedback loops, critical mass, entropy, equilibrium Biology & Evolution : Natural selection, adaptation, ecosystems, redundancy Psychology & Behavior : Loss aversion, incentive bias, social proof, psychological denial Economics & Business : Opportunity cost, comparative advantage, creative destruction, moats Mathematics & Logic : Compounding, inversion, Bayesian thinking, power laws Engineering : Margin of safety, root cause analysis ... ... decades. The models don't just add up they interact , creating insights that no single model could produce alone. How FunBlocks AIFlow Turns This Into a Usable Tool The Core Mechanism: Multi-Model Parallel Analysis When you input a topic

... LLMs ( AWS Nova Pro v1 ) to validate complex semantic relationships and refine extraction. 3/ Semantic & Adaptive chunking Forget about arbitrarily cutting text every 500 characters. Our algorithm respects natural paragraph boundaries and evaluates semantic coherence . If a fragment loses the thread, the system detects the topic

... more often :D CUrious, any other post that helped get more customers besides this one? Comment from shreya chaurasia(@shreya_chaurasia19): @ayda_golahmadi  What s worked a bit for me is starting with something real or personal, then naturally tying it back to a lesson we re learning while building. Not a hard pitch, just context. If the product is part of the story instead of the point of the story, it usually doesn t kill the reach. Comment ... ... pain, and people find the product through your profile. The polished feature post accomplishes none of that. Comment from Emily Schubert(@emily_schubert): I guess this is the relatable hook problem. Sometimes people stop scrolling because of random, personal topics

... competitive differentiator (product vision)? Comment from David Mart n Su rez(@david_martin_suarez): @busmark_w_nika  From my experience building Velada, LovablePrompts.app and most recently BenchCanvas.app, product psychology is often about making things feel easier, clearer, and more natural for users. I ve seen better results when reducing choice overload, using familiar interaction patterns, and being transparent about effort in flows. Small UX decisions like these can have a huge impact on conversion, engagement, and trust. Comment from David Mart n ... ... Reserve a 20-30% Buffer: Always keep a portion of your development time for technical debt, bugs, and unexpected crashes. This ensures your roadmap remains flexible when critical issues arise. Comment from Ruxandra Mazilu(@ruxandra_mazilu): This is a topic

... seeing it as one of my tools similar to email which has access to so many things... I had to let go and start getting the best out of the tool. I use my judgement and think of the nature of what I'm sharing and if I think its too private, I work around it. The trust is to be seen with the companies who host the agents we use. Similarly to Facebook... we/users thought we were connecting with ... ... Another great question! Comment from John Baek(@fitnessrefined): I think some helpful guidelines on sharing information outlining the pros and cons, including risks would help many users. This hasn t been discussed enough when it s such an important topic

... Recently, one simple post about my app unexpectedly brought 120+ new users in a day. That was the moment I realized: people connect to people first, products second. The bad news for me is that I m not naturally a content person. My blogger era usually only comes alive during travel - a few Instagram stories and that s it Writing about myself or my product sometimes feels uncomfortable, even a bit self-promotional. But I m slowly learning that ... ... nika): For me (and as I see in many founders), it is LinkedIn and X. But LinkedIn turned out to be the most profitable. People want to know who is behind the product :) Comment from Sonia Sarao(@soniasarao_): Good topic/thread

... useful keywords Categories are general topics We store the full original content alongside this metadata. The key shift: instead of the agent dispatching verbose semantic queries like "Discord community information" (hard to match), it requests keyword searches using tags/entities/categories: [Discord, Community] This trivially expands to everything we have on each term. Much easier matching. We also maintain a repository of the creator's existing entities/tags/categories. The LLM reuses them when possible, which naturally

... Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening. We set out to understand why LLMs were not citing Product Hunt and whether we could change that. The most recent Orbit Awards provided a clean ... ... also representative of what user are actually asking ChatGPT. For example, if you see more ChatGPT-user agent visits on pages / blog posts pertaining to a particular feature e.g. integration capabilities, then you know to include prompts on this topic

... took me 15 minutes). It's almost like how, once someone starts using an iPhone, they don't want to switch back to Android. My main headache with auth/permissions was trusting Lovable to do it well. Those topics have to do with security, and that itself is a very important part of an app. Lovable has a security system that finds all vulnerabilities, but even Lovable themselves say it's not perfect, and multiple runs are recommended. I haven ... ... different machines, including windows, mac and linux). Comment from Vihaan Kodiganti(@vsync_66): Hi... I'm building LeoIgnite AI, an alternative to generic mental health apps/chatbots. For the app, I've made it web based. Particularly through Lovable's natural

... from Caspar Jee(@chaw_chan_jee): This really resonates. Context loss is still one of the biggest productivity drains when using AI tools day to day. Keeping the project state explicit and versioned alongside code feels like a very natural direction. Comment from Tereza Hurtov (@tereza_hurtova): Great launch, Mihir! We ve been relying on GitHub as our 'source of truth' for context, but as the project grows, it becomes harder to keep the AI aligned with every decision made ... ... versioned going forward, rather than perfectly reconstructing the past on day one. We re focusing on fitting into existing GitHub workflows, not replacing them. Comment from Marces William(@marces_wiliam): I think that by now both with complex topics

... okay, you are valid in both points :D Comment from Nika(@busmark_w_nika): @david_martin_suarez  Will you send an application to Ycombinator? 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): @aaupadhy  Will you also offer a freelance package too? I think that this ... ... nika): @rob_maclean2  If AI can work with complexities (yes, it can), it would improve the whole process, of course... the thing is whether teams can work at such a pace. I still somehow feel the human nature

... ever tried learning a language and felt like you were memorizing words instead of truly talking , I built something for you. What It Does This app helps you practice real conversations from day one. Pick a topic speak naturally

... would be AMAZING. There are so many great discussions I want to revisit, but I always forget where I saw them :( Comment from Nika(@busmark_w_nika): @jewel_luther  did you list it into the self- promotion forum topic? Comment from Nika(@busmark_w_nika): @vincenzo_mastrovincenzo  I have heard that there are some specialised fonts. Definitely second this. We also included that one in our app after a few requests :) Comment from Nika(@busmark_w_nika): @build ... ... best discussions! Comment from Bhavin Sheth(@allinonetools_net): @busmark_w_nika   Yes, exactly More about discoverability than blocking posts. Seeing related or past discussions while writing a new post can help people learn from existing context, reduce duplicates naturally

... from Nika(@busmark_w_nika): @kavyashree_s1  Regarding public speaking, I have a few tips: practice in front of the camera practice in front of the mirror write down topics, prepare, and talk 15 20 minutes on some topic

... OpenAI s voice mode, @Wispr Flow , or ChatGPT/Claude for generating a draft), but make sure to polish it into a real post. You don t have to spend two hours writing, but take 20 seconds to make it look natural. Be unique. The more original and valuable your post is, the higher the chance it ll get approved. I see quite a lot of AI-generated junk, and even if it gets approved, it adds no real value. I personally ... ... share the latest updates or news about a product. Connect with other creators on the platform. Study them. There s a lot to learn from these people. And now, the opposite. My posts that were rejected : Slightly controversial topics

... understand what the stories are about from context, but I can then also try to read them and then use Google or similar to translate to English and review to see how well I did. This gives you topical and natural

... kouf): Number 5 is interesting! I wasn't aware of any WA, Tele, Singal PH groups. Are they open to join them or do you need an invite? Comment from Hemantha Vijay(@hemantha_vijay1): Thanks for bringing up this topic @busmark_w_nika - it s super helpful for anyone planning to launch on Product Hunt soon, like me . From my experience, out of all the ways to connect, the most effective is through social media. I know this approach ... ... danforth): @byalexai  Oh, this is very helpful. I'm so hesitant to sound like a spammy jerk even though I want to be part of good conversations and build a network so anything that helps me reach out naturally

... same time, personalization has become non-negotiable. Recruiters and managers are flooded with generic messages, so standing out means showing real interest. AI can help from suggesting conversation openers based on recent posts to highlighting shared topics that make your message feel natural

... resources. So @Lovable has been really amazing and sort of a life-saver. ( @ChatGPT by OpenAI can also build UI/UX prototypes now, so that helped as well.) Side by side, I started learning a bit about Meta Ads. So, naturally, @Vaizle AI came in handy. Comment from Charlie Joseph(@charliie_joseph): @charliie_joseph Totally agree, this year flew by way too fast. A lot of AI launches were impressive, but the products that stood out to me were the ones ... ... SocialBu JustBlogged for blog hosting: https://justblogged.com Comment from Pras Devadoss(@pras): hands down @Higgsfield ! Comment from Aryon Sunrise Have-Hope(@aryonhopkins): @rohanrecommends  Downloaded damn near all of them! thanks for the recommendations. Comment from fmerian(@fmerian): Great topic

... deserved more reactions than the original post). [ @byalexai 's comment , @rohanrecommends ' comment ] How do you use Product Hunt discussions to increase your visibility and growth? TIP: Don t promote your product with a link. Provide valuable insights so people naturally become interested in your perspective, your personal brand, and eventually your product. Comment from Nika(@busmark_w_nika): @norteapp  Have you tried Reddit? That is the most difficult :) Comment from Tetiana(@tetianai): @george_esther  I have the same ... ... contribute something. If you can write the most insightful, valuable comment you possibly can. Yes, yes, yes it takes time. And AI can spit something out in 10 seconds. But not what you uniquely can say on the topic

... tone, empathy, and accuracy that became our base. We added verified content from certified trainers and set clear limits. Pawchie speaks in the user s language, avoids medical advice, and brings off-topic questions back to dog care. Most importantly, he sounds natural

... from Nika(@busmark_w_nika): @stephane_paillard  Do you have favourite creators? Comment from Nika(@busmark_w_nika): @mohammed_maaz3  Also YCombinator has some nice topics :) Thank you that you mentioned them :) Comment from Sanskar Yadav(@sanskarix): @busmark_w_nika  Umm, that's a tough question. Depends on the nature

... learning apps? With which versions are you the most? The apps (Android or iOS) VS. Web apps (installed in the PC or in the browser) Comment from Nika(@busmark_w_nika): @alecsorenpedersen  IMO: conversation should be about a topic you like  so if you like fitness, I should use vocabulary about fitness  I should match people Just out of curiosity  what technique was the best for learning a new (completely different-looking alphabet)? Comment from Nika ... ... noticed people would be having a conversation in Greek and then just use an English word because it fit the context perfectly. I ended up meeting my girlfriend while I was there, and our texting was the same, a natural

... comments and feedback from across platforms and uses deep Natural Language Processing (NLP) to classify them into a wider range of emotions. This gives creators a psychological x-ray of their audience's reaction. What it Does (and Why You Should Care) Instead of just seeing a "positive" score, VibeCheck AI lets a creator: Pinpoint Emotional Peaks & Troughs: See which specific content a certain segment in a video, a topic