... 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

... 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

... Late-night lobbies, MMOs instead of homework, friendships formed over voice chat rather than irl. The internet wasn t a hobby; it was where my social life happened. Then came forums. Long threads, pointless arguments, deep dives into obscure topics. Hours spent reading, replying, and watching ideas evolve in public. That era shaped how I think more than any classroom ever did. Eventually, I drifted into crypto. Not because I was particularly insightful- just online enough to encounter it early ... ... that was truly mine. Always adjacent to the main story. Never the protagonist. Then I discovered vibecoding. If you haven t heard the term, it s essentially building software through conversation with AI. You describe what you want, iterate naturally

... comments happy to talk about design decisions, tradeoffs, and what we re exploring next. Checkout here and show your support: Blocpad-cli Comment from Marces William(@marces_wiliam): I think that by now both with complex topics and with topics

... 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

... Since I haven't been able to meet my work goals very well in the last few quarters, I now ...

... what helped you? What changes did you make to get it accepted? Comment from Avhijit Nair(@avhijit_nair): I had a post got rejected because it was in the wrong forum. I posted the same into the right forum topic and it was accepted. It was a naive mistake but I only recently started posting on PH. Comment from Nika(@busmark_w_nika): @avhijit_nair  But you learnt something new at least :) Comment from Nika(@busmark_w_nika): @byalexai ... ... 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

... 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 is so, so appreciated! Comment from Hemantha Vijay(@hemantha_vijay1): Thanks for bringing up this topic

... 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

... www.producthunt.com/products/man... is fantastic. And I absolutely love Heygen's Video Agent https://www.producthunt.com/prod... . Also, a product I was part of for a while and still think is amazing https://www.producthunt.com/prod... Comment from fmerian(@fmerian): Great topic! I've really enjoyed using @v0 by Vercel . First launched in 2023, they're so back and they ship really fast (launched twice this year). Also genuinely surprised by @Amp . Elegant and opinionated, the AI coding tool has a unique take ... ... 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

... 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

... 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 ... ... 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

... I ve noticed this phenomenon not only on social platforms like LinkedIn or X, but also in Product Hunt discussions ...

... Economist The Financial Times TechCrunch I get a lot of inspiration from here on the Product Hunt forums (topics) Which source of information do you think is worth following? Comment 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

... nika): @jawad_tijani  Can you name at least 3 apps that gave you a good learning experience? It can be beyond language apps :) 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 Igor Lysenko ... ... 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

... feeling Reddit keeps a close eye on duplicate posts, and it might look like spam even if the post is relevant. It probably depends on the specific subreddit and how the text is written or adapted to the topic. But that s just my guess. Comment from Rajan Batra(@rajan_batra3): @busmark_w_nika I did get some validation, not enough to consider it validated but I decided to pivot to a different idea/market because I didn't feel ... ... goes for me Comment from Ansh Deb(@ansh_deb): @busmark_w_nika  Oh for sure! They don't like self-promo no matter what. But its also good in a way for that reason. More natural

... amazing. We created a workflow that handles the entire process based on a single topic input ("The Future of AI in Creative Industries"). Here s the step-by-step pipeline running completely autonomously: 1. Podcast Topic

... just filling out your profile, but also showing up curious and helpful every day. Best connections happen there! Comment from Igor Lysenko(@ixord): I think the best recommendation is to stay interested in the products, that way you naturally want to talk to others or explore additional products yourself. It s a small step, but it opens up great opportunities. Comment from Peilan Qin(@peilan_qin): As a newbie here, I completely agree point 3! I ve noticed that commenting ... ... feel like should come much earlier (FOMO) Comment from Igor Lysenko(@ixord): @busmark_w_nika  I completely agree with you Comment from Nika(@busmark_w_nika): You can spot more recommendations in my video on the PH topic

... audio files, and bring all your ideas into one place with AI-powered conversations. Research: Our super-fast Deep Research helps you dig into any topic and even gives you a solid draft to start with. Thinking: Highlight as you read, take notes, and deepen your understanding to form your own insights. Writing: Use natural

... henn, true! Comment from Ashok Nayak(@ashok_nayak): @abod_rehman Yeah, same here. I was also hoping to read what SEO specialists have to say about intentional AI SEO. I am sure they already have significant insights on this topic. Comment from Sanskar Yadav(@sanskarix): @ashok_nayak   From what I ve seen, most LLMs (like ChatGPT) are trained on a wide mix of data, with Reddit being just one piece of the puzzle and not the main source. Genuine ... ... type convos there. But the models don t crawl reddit live they don t magically know if a brand made an acc yesterday. What actually matters is if ppl are already talking about that brand or topic

... Makes total sense, just a matter of priorities and GTM strategy. Comment from Sanskar Yadav(@sanskarix): I think single-player is a gateway, not a trap. If your product solves a real pain for one person, you ll naturally see organic sharing among teams. That s your real signal to go multiplayer! We tried pushing team features early on Cal ID, but it just slowed us down. Founders get FOMO about collaboration, but individuals won t use a clunky tool ... ... like that framing if teammates are already posting the same output in a channel, it s a pretty clear pull for collaboration. Makes a lot of sense as a signal. Comment from Elena Mira(@elenamira): Love this topic

... that catch my eye, especially if someone in my network or a maker I trust gives them a shoutout. But actually sticking with one? That s a little rare. For me, a tool has to feel like a natural extension of what I m already doing. If it adds friction or asks me to unlearn muscle memory, I ll probably close the tab and forget about it. The real winners are the ones where I see an immediate win, like ... ... browser lol Comment from Nika(@busmark_w_nika): @wenxi   https://www.atlassian.com/blog/a... Comment from Nika(@busmark_w_nika): It depends, usually I try 3 products when they are somehow relevant to me or I am curious about the topic

... text-to-speech voice AI models. (If you re just looking for the model comparison, skip the next section). Text-to-speech voice models are improving rapidly A year ago the only reliable way to add a fluid, natural-sounding voice to an LLM-powered AI agent in production was to call a model provider s API and accept the cost, latency and vendor lock-in associated with choosing a cloud service. Today, things look quite different: While the quality ... ... than waiting for complete sentences. These models excel in conversational AI where low-latency makes the difference between natural

... 3 days ago, I was wondering what the future of universities would be in this AI world (and education in ...