... problem: The "garbage" bottleneck We all know that 90% of enterprise data is unstructured (PDFs, docs, emails). Traditional RAG pipelines "collapse" this structure into flat vectors, losing the narrative context. Current solutions are either too slow or prohibitively expensive. 2/ The solution: NeuroBlock's smart hybrid architecture We didn't want to use brute force. The NeuroBlock Research Team designed a framework that combines the best of two worlds: Speed: Classical NLP ( spaCy ) for initial NER (10-50x faster ... ... 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

... 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 ... ... disagreeing, and building on ideas. A social space where the participants aren t human. What would they talk about if we weren t steering the conversation? What patterns would emerge if we just let them run? So I built BottomFeed

... your position in the Reader and Notebook and shows a button to jump back to where you left off. This will work on the notebook and your Reader, including PDFs. You will see a little blue dot in the bottom right corner of these tabs, which will enable you to jump back to your last spot. Beautiful link previews when sharing a Recall card: When you share a Recall card (clicking the share icon in the top right corner ... ... learning. Here are the first few highlights, with all the details in our docs : Bring back the joy of learning with Quiz 2.0 More question types (open-ended, flashcards), the ability to quiz yourself on specific topics

... that they fired you) Comment from Nika(@busmark_w_nika): @neilgerstenberg  Is it live already? Comment from AJ(@build_with_aj): I've gotten plenty of emails and dms promising upvotes for a fee. It bothers me because I know it's A) against the rules and B) not actually worth it. I think my to do list is more about being active and commenting on launches I resonate with and products I would use. There was one recently ... ... nika): @neilgerstenberg  aaah, but you are back! :) Comment from Nika(@busmark_w_nika): @neilgerstenberg  Yes, I remember how they changed mine as well because they made the rules stricter. But since then, there are not so many bot

... News in the tech world gets old quickly. It's no longer relevant in 10 minutes. What helps you quickly navigate the world of AI? I caught the latest news about AI from: trend topics in the Bluesky or X feed . (Eg. Amazon Layoffs ) or from Product Hunt forums ( @fmerian posted today about OpenAI just acqui-hire Cline ) or larger media , such as TechCrunch The Information Wired Yesterday discovered this AI subreddit   Codex HackerNews What other sources would ... ... anything yourself ;) I love it. The second is Reddit, my absolute favourite platform conserning everything related to AI and SaaS in general. I usually read r/ChatGPT because it's not only about LLMS but covers lots of other AI topics

... gained 5000 followers, I think it was a long time ago though . You said back then that there are some bots on Product Hunt and it was really annoying to deal with them. I wanted to ask you if bots

... believe that your chances of becoming visible on this platform also depend on how credible you appear. In the past, there were even bots on Product Hunt, which led to the introduction of certain measures: stricter moderation of published content (especially forum discussions), profile verification (green badge), mandatory use of real first and last names instead of random usernames. These steps help make profiles more trustworthy. I d also add a few more best practices: include your professional background ... ... know...so I'm guessing its some AI making the decisions. But I'll continue to attempting submitting forum topics

... 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 ... ... technology the world has ever seen, I predict the return of three pricing structures which are just so, inherently, human. And that, kinda, makes sense I've written a more in-depth Substack on the topic

... know this topic has been here a million times (and people will still ask me a few more times after that). I personally see advantages in both cases, but maybe one more advantage when it comes to launching during the week. Very briefly: Launching during the week  strongest days (Tue, Wed, Thurs) More people see your product (but higher competition) Higher traffic to your page if you are featured Launching during the weekend Sat, Sun Higher chance of getting ... ... When it comes to support from your family, it can be good, but avoid that thing that they will create an account on the launch day. It will be very suspicious for the Product Hunt team and their "bot

... node by searching card names. Connection depth control: Adjust a slider to show 1, 2, or 3+ degrees of separation, revealing indirect relationships between ideas. Node coloring: Automatically color-code nodes by tags. Hover for tooltips showing topics, customize colors in settings. Multi-select & bulk actions: Hold Cmd/Ctrl and click to select multiple nodes, then perform bulk operations like deletion. Graph presets: Save filter settings, color schemes, and layouts as named presets. Switch instantly between different views of your ... ... spacing, shadows, and colors across the entire app. Tag autocomplete: Enhanced with better filtering, visual hints for "create new" and "enter to add," keyboard navigation, and inline nested tag support. Mobile chat input: Chat input stays fixed at the bottom

... 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. For example, I once posted about massive bot

... welcome, and good luck! Comment from zo Aoo(@pan_zo): @rankdeck  David, the Hostelworld story (50k x 17 languages!) is the dream benchmark. Thanks for sharing that context. You completely diagnosed my current bottleneck: "Fresh domain vs. Bulk pages." I realized that without "third-party validators" (backlinks), Google just sees 2,800 orphan pages. To prove this isn't just "doorway spam," I actually just finished writing a technical deep-dive on how I architected this using Next.js + Supabase ... ... those, then you can see which ones have real domain traffic and are legit blogs, and then when you visit them, if you see an advert popup, you realise they are a pay to play website. Scoll to the bottom

... Netherlands Comment 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

... moment your MVP became a bottleneck? I m collecting insights because we re shipping something on PH next week, built directly from these pains. Any input helps. Comment from Theo Crewe-Read(@theo_crewe_read): @stina_amankwah1  We really simply just looked at our feedback forms from beta testing, and luckily a few features were mentioned quite a few times, so we built those first! Comment from Andrew Bryant(@andrewbryant): Hi there, great topic

... with them and asking for help). Feel free to share your POV. Comment from Nika(@busmark_w_nika): @ansh_deb  I will rather show off than receive messages from some erotic X bots :D Comment from Hemantha Vijay(@hemantha_vijay1): Thanks for bringing up this topic

... 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) from those interactions, and associates them with a user profile. 3. Injects For every future request tagged with the same profile ID, it injects a system message that includes a short profile summary, typed traits, and a small ... ... current MVP form, GetProfile is already useful if you re: - Building an AI assistant or agent and you want it to remember user preferences and personality over time, not just the current thread. - Running a customer support bot

... honestly and kindly discuss fear, uncertainty, difficulties, or failure with, without judgment. And at the same time, to get real emotional support to avoid abandoning my project, especially if it is promising. I don't want to bother my wife and loved ones too much either, and my non-startup friends don't really understand my "pains." Existing communities and mentors solve business problems but don't provide the psychological support of a "brother in arms." I would like ... ... cycles, usually every couple of months. It hits hardest when I'm deep into building new features or working on something new. When you work alone, every decision and responsibility sits on you. That's fine when the topic

... AI dev tools are evolving crazy fast , every few weeks there s a new must-try for vibe coders. Some ...

... downvote make people more likely to be harsh or more honest? I m thinking of Reddit, which relies on downvotes, but also of Facebook s negative reactions like Sad or Angry for expressing a different stance on the topic. Should regular discussion posts on PH also have a downvote button? (For now, it only applies to comments.) One thing I noticed about myself [UX/UI feedback]: I was so used to the "Upvote" and "Reply" buttons that I automatically tried ... ... First, the discussions themselves, when we commented on them, are approved by moderators, which in itself is already a sign of quality. Nevertheless, I personally quite often receive rejections on the topics

... nika  best of luck! Comment from Theo Crewe-Read(@theo_crewe_read): Super super useful info, I'm very grateful you took the time to post all of this! I'm particularly interested in the building in public topic - are you B2C? Are there any things you've learnt from this you could share? Congratulations on your first 1k mrr! Comment from Davida Ginter(@davida_ginter1): Great breakdown! Comment from Manu Goel(@manu_goel2): Great write up! "They care ... ... online and applied myself -> don't promote as counterintuitive as it sounds, simply talk about your saas and don't add a link to it. maybe mention its name, but never link (only link like this at the bottom

... accounts only. No bots, no tricks just a simple boost that gets your content in front of the right audience. Key things: Instant start Real accounts Affordable packages 24/7 support Would love your feedback: Do you use Reddit as part of your marketing stack? What features would you want to see in a tool like this? Comment from Erol Azuz(@erol_a): Definetly, Reddit is the most cited source from chatGPT answers - almost for every topic

... However, TTFB only tells part of the story: total processing time for longer passages and the consistency of streaming quality matter just as much for overall user experience. The nuances of conversational latency is a separate, deep (and fascinating) topic. More on that soon! Why great voice models don t = great voice AI products In short, latency and cost (the twin hurdles that kept real-time speech out of most production roadmaps) have been significantly and meaningfully reduced ... ... integration. Comparing today s leading text-to-speech voice models Beyond the real-time VS non real-time distinction, there's significant nuance to consider when evaluating text-to-speech voice models for your specific use case. Customer service bots

... still publish offers for these positions, where they are willing to pay a lot of money? I will just attach a picture of the DuoLingo offer (ranging between $180k  $340k) and look forward to your perspectives on this topic. Comment from Nika(@busmark_w_nika): @dbul  Anyway, I would like to see how HRs select suitable candidates when social media managers need to be good at prompting right now. Comment from Sam Smith(@startupsam): Yes, AI can handle ... ... workflows in the future. But there will always need to be humans who oversee and manage all of it for these brands. Comment from TONY TAN(@tony_tan10086): well it's more like 1 person equipped with 10 agents/AI bots

... went big with influencer marketing on X and TikTok https://youtu.be/dbINkJFfKsk?si=... He describes their playbook from 22:30 Comment from Atique Bandukwala(@atique_bandukwala1): @busmark_w_nika  also to add something here while we are discussing this topic...please do check out @Vidopix Video is the New Data platform as well...we made this platform with one intent only...to understand video content before it gets published so that it can be optimised for better impact and performance ... ... content being deployed under brand's name and influencer collaboration! Comment from Atique Bandukwala(@atique_bandukwala1): As a product owner, I m honestly not willing to pay much upfront for influencer collaborations mainly because too many influencers have inflated or bot

... topic, but... why is the text moved into the left? Comment from Nika(@busmark_w_nika): @purvamjoshi  Brave step exactly! :) This is something I would do very hesitantly (because I am like that) :D but hat off for this move :) Comment from Nika(@busmark_w_nika): @byalexai   @borja_diazroig   @mirabellemorah  That is quite unusual. Probably depends on the individual. Have worked with a woman who didn't bother