... 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 shift via embedding similarity to decide exactly where to cut. 4/ The "Secret sauce": Context preservation This is where NeuroBlock transforms the data. We don't just store vectors; we build a Contextual Knowledge Graph in Neo4j . We create `NEXT ... ... offer us a lot of tools and ways to create, but the real challenge is how do we do it. Our focus is on radical cost optimization, we don t necessarily need more infrastructure; we need to use the hardware

... hsieh2  To be honest, half of the travelling is related to work purposes :D So it is not completely "chill" :D Where do you travel to, Tony? :) And I am amazed that more and more people are into hardware! :) Comment from Nika(@busmark_w_nika): @tony_hsieh2  When it comes to video content, there were two most difficult parts: Memorise the script and talking by heart (I cannot use a teleprompter, because I couldn't see properly ... ... Tetiana(@tetianai): @busmark_w_nika  thank you for that question! @kavyashree_s1 Please ping me when you publish that essay! I ve added you on LinkedIn, so feel free to share it there. It s such an interesting topic

... there are trade-offs for both approaches. I wish to remain unbiased and say: I don't know. Let's see the data (if there is any). Comment from Lina Huchok(@lina_huchok): Such an interesting topic! Thanks @busmark_w_nika I ve seen it work firsthand, my husband s team uses two-week sprint goals, and if they re on track, they get to switch to a 4-day schedule for the next week. They almost always make ... ... spot, so people feel like they have to go all-out just to survive. But honestly, I think we're pushing ourselves way harder than we're built for. Like, our brains and bodies are still running on caveman hardware

... like the spread of PCs and smartphones. The second big  boom  was:  internet connectivity  evolving from dial-up to 5G, bringing massive  connectivity  and  shifts in content consumption . Whether you were making hardware (like IBM, Apple), building platforms (Google, Facebook, TikTok), or even companies using these  foundational shifts  to transform traditional industries (like various SaaS companies, new energy vehicles, etc.) they all grew super fast during these  boom times . These ... ... model  right from the get-go. So, what's different about the AI era? Is it the third wave? Where's its growth certainty? And how does it compare to devices and networks? I'll dive into that topic

... costs as marketing costs to increase awareness. Comment from Charlene Chen(@charlenechen_123): @busmark_w_nika  My launch goes live on July 24 and will be available half an hour later. My previous company has successfully listed a hardware product on Kickstarter before. Comment from Charlene Chen(@charlenechen_123): @busmark_w_nika  You are great and kind, Nika. Thank you for your support. Comment from Charlene Chen(@charlenechen_123): I only launched on Product Hunt so far. Sames ... ... physical goods that are sold on Amazon. Comment from Nika(@busmark_w_nika): @borja_diazroig  Kickstarter sounds more serious because there is a chance to get money directly :D Comment from Nika(@busmark_w_nika): @byalexai  Another topic

... busmark_w_nika  had glanced through the profiles...though interesting, I didn't find a close match. Maybe I'll have a deeper relook for future launches. Comment from Victoria Wu(@victoria_wu): Aha. Such an interesting topic! It really made me reflect on things from the perspective of a launching team as well. Sometimes we notice that well-known hunters end up hunting products that are borderline cheating (often unintentionally, of course), and it can end up damaging ... ... help anyone looking for such hunters. Comment from Zac Zuo(@zaczuo): For me, the key is domain expertise. I proactively hunt products in fields I know well specifically the model and application layers of AI, as well as some hardware

... often cover software topics on ProductHunt, but sometimes we overlook the fact that tech can be felt most in the physical world (hardware

... hunted" as long as they're scheduled to launch, I'll review them. I try to keep it fair game and review all launches equally, regardless of who hunts them :) Comment from Tetiana(@tetianai): Thank you for this topic! I saw people here say that you should be live earlier to have the mom test. Does that mean creating a draft where everything is prepared for launch day and that already counts as being live? Comment from Gabe Perez(@gabe ... ... improvement? 3. If a product isn t featured but still gets solid support from its community and users, can it still be ranked and earn a badge? 4. Product Hunt seems to focus on software will you consider hardware

... A few of us at Product Hunt are putting on our most brutally honest (but helpful!) hats and roasting landing ...

... through a combo of hardware (Tadpole) and software Comment from Aaron O'Leary(@aaronoleary): For me @Arc @Cursor and @Adobe Lightroom at the moment! Comment from steve beyatte(@steveb): @jakecrump  All of this fancy tech and we're out here using overpowered text files for our todos. Comment from steve beyatte(@steveb): @jakecrump  what's your todo stack? (is that a thing?) Comment from steve beyatte(@steveb): @leah_madden   @jakecrump  Off topic