... topic channels, a members directory, a local guide, and a marketplace with tiered access so the right people see the right things. https://www.producthunt.com/prod... 2. Koppl privacy-first time tracking you can self-host (even on a Pi) Most time-tracking tools park your team's attendance data on a cloud server, usually outside the EU. Koppl flips that: run it as a managed service in German data centers, or self-host it entirely on your own hardware

... ayeshabuilds  Thanks! Will check it out for sure. Comment from Todd Merrill(@todd_merrill): @riya_pariyar   @benfleming  I am carrying around a Plaud recorder. Instead of writing on a tablet I just talk to people. Hardware gives me optionality to talk ideas in a IRL situation. Comment from Amber Tollefson(@amber_tollefson): I'm sure they will change in the next few months with all the new fun ai tools, yet here are my Top 5 tools ... ... actually talk so I spend less time editing and more time shipping Comment from Mitch O(@divine_comedian): oh that's easy: - Claude - Claude - Claude - Claude - Claude Comment from S M(@s_m71): Like it, good topic

... Nika(@busmark_w_nika): @randomtyms  That is a big thing. I like it when people work on something educational. Will you collaborate with schools? Comment from Nika(@busmark_w_nika): @md_khayruzzaman  I think that the hot topic is my safelimit tool. And regarding opportunities... I travelled in Q2 a lot, had some bad experiences so I want to rather stay home and work on things :D What were your goals, and how did you achieve them? :) Comment ... ... smartphone. I also built interactive classroom tools like worksheets, quizzes, and learning games around those characters to make learning more engaging for children. Perhaps the biggest milestone was realizing that many of the barriers I assumed existed expensive hardware

... cuts or dissolves - Shows before/after thumbnails for each detected scene change All processing happens in the browser using Canvas API. No backend needed. 3. YouTube Chapters Export We already had auto-chapter detection (AI analyzes your video and finds topic boundaries). Now you can export them directly in YouTube's `MM:SS Title` format: ``` 0:00 Introduction 1:23 Why Privacy Matters 3:45 How to Self-Host 7:12 Q&A ``` One click copies to clipboard. Also generates ... ... with your suggested title, description, chapter timestamps, and tags. Why this matters Every feature runs locally. Descript sends your video to AWS. CapCut sends it to ByteDance. Runway sends it to their cloud. OpenCut AI keeps everything on your hardware

... real one, it's just the one that's easiest to reach for. Comment from Anna Ludwinowski(@anna_ludwinowski): @austinbuhl  Ok - the pivot arc is the actual story here, more than the per-seat pricing pitch. Drone hardware drone software agriculture CRM Salestrics. That's not scope creep, that's the PROBLEM getting sharper every time you talked with someone. You didn't set out to solve fragmented tooling, you kept finding it underneath whatever you thought you were ... ... demo can attract attention, but a clear problem is what makes people understand why they actually need the product Comment from Kevin Short(@kevin_short3): Eliminating an unlimited feed on a social media, and focusing social media around the topics

... those who lack social skills and work ethic. That's already happening. Comment from Ali Haider(@ali_haiider): The energy efficiency point is underrated. People compare AI to human salaries, but me thinking about the electricity, cooling, GPUs, and hardware replacement costs makes the equation much more complicated. Comment from Nika(@busmark_w_nika): @christian_dubray  What kind of white-collar worker can secure a job, and what should they have? Comment from Nika(@busmark_w_nika): @byalexai ... ... supposed to replace blue collar workers. What s likely to happen in the near term (3-8 years) is that humans become managers of agents and robots. After that, anyone s guess. Comment from Robert Vassov(@robert_vassov): Good topic

... from Nida E Zahra Zaidi(@nidaezahraaa): @busmark_w_nika  very true Comment from Mohsin Ali(@mohsinproduct): use of ai to train another ai is best usecase if you believe lol Comment from Aleksandar Blazhev(@byalexai): Hey Nika! Great topic. I ll jump in here, but I don t want to talk about the obvious stuff everyone already knows and uses. Sure, text and image generation are cool and all... but mostly they just make things faster. Honestly, does your ... ... what devices to buy, what kind of air purifier makes sense, what kind of tool I can use to measure pollen levels. No specialist is going to know all that. Doctors treat people, they re not out there researching hardware

... Yasser(@amraniyasser): I used to track my macros for a while, but now I m back to just basic Apple Health too . Thanks for sharing the category link! Comment from Aleksandar Blazhev(@byalexai): Oh, that s a really interesting topic! Honestly, a smartwatch that clearly tracks your metrics is great. But something I personally use is a shoulder massager ( massage gun ). It s actually very useful, especially if you overdo sitting at a laptop/computer. As for chairs, the most comfortable ... ... servers we hope won t crash mid-sprint! Sticking to Apple Health is a total vibe no need to over-engineer the stack when a quick walk is the best way to debug a block. Let's keep the hardware

... that come with a particular VC.) Comment from Bengeekly(@bengeekly): @busmark_w_nika Yes, but It s rather an accelerator than a fund. What the typical profile/project you would like to invest on ? Comment from Aleksandar Blazhev(@byalexai): Cool topic, Nika! I don t see it as black-and-white either, despite how social media loves to frame it. Both models have their upsides. It really comes down to what kind of game you want to play. If you want ... ... changing the world or building something groundbreaking . In that case, playing the VC game might actually be a bad fit, since the rules won t align with what you want. Looking ahead, I think funding will shift more toward hardware

... what you re building. Maybe it s less about waiting vs promoting and more about how intentionally you bring people into the journey. Comment from Kabir Salunkhe(@kabirsalunkhe): @busmark_w_nika  Hahaha! Apologies, it was an interesting topic for discussion. To be honest even I'm finding it difficult to keep track of the thread replies! :D Comment from Kabir Salunkhe(@kabirsalunkhe): @busmark_w_nika  Interesting way to frame it. False positives might actually do more damage than ... ... yourself. A worldview scales. A personal brand hits a ceiling the moment you want to sell, hire, or disappear. Comment from marie tournet(@lucietournet): From my startup experience, pre-branding works best for niche creator-style products, while technical hardware/complex

... looses all the authenticity. While I criticize this part, this is definitely a Love messages toward what Producthunt core is. Comment from Fabian Maume(@fabian_maume): Finally, something good for indie hackers. Comment from Apoorv Shankar(@apoorv_shankar): Can hardware products also participate? Folks might not be able to try it though Comment from Nikita Jain(@nikita_jain18): The extra weight on comments is interesting, might actually bring back thoughtful discussions instead of just upvotes. Comment from Michael Harrington(@michael ... ... time launches a dedicated space makes so much sense the biggest challenge for new products isn't the product itself, it's getting seen on a day crowded with established players. I'm launching NexClip AI on April 14 (first 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 ... ... speaking with you! Comment from Ryan Hendrickson(@ryan_hendrickson): @shreya_srivastava17  I love that it is browser based and completely client-side; really makes it easy for anybody to get started with video editing, no matter the hardware

... 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

... wotzke  What have they managed to mess up in your workflow? :D Comment from Nika(@busmark_w_nika): @spunchev  This is an interesting POV  using Hard data usage vs Soft data usage. That could be another topic to discuss, but also finance is hard data... but wouldn't give access to it anyway. Comment from Nika(@busmark_w_nika): @indu_thangamuthu  But not such long dashes :D Comment from Nika(@busmark_w_nika): @indu_thangamuthu ... ... this regard. Comment from Felipe Daguila(@felipe_daguila): Great topic

... 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

... 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

... when are you about to launch again here (on PH)? I knew that Kickstarter is more for card/table games, but that thing about Amazon is new information to me. :D Comment from Nika(@busmark_w_nika): @byalexai  Another topic you are experienced in (of course, I remember, you told me on the call) :D Have you ever met with a scenario where makers boosted their own launch with money so it looked like they had already been donated ... ... chance to get money directly :D 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

... 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, but we're trying to keep up with smartphones and AI and 24/7 connectivity. Something's gotta give, right? I've seen too many people burn out completely trying to be number one, but for what ... ... their take on this. Comment from Ramesh Kumar Ramachandran(@rameshkumar_astravue): @busmark_w_nika  i know. What i meant was the 4 day work. Definitely not what I followed. Comment from Ramesh Kumar Ramachandran(@rameshkumar_astravue): Interesting topic

... deeper relook for future launches. 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. I believe you need to be familiar with a space to spot products that are genuinely worth sharing. I decline many hunt requests, usually because it's a field I don't understand, or sometimes because I have concerns about ... ... hunting I think they should disclose that. But I guess a comment as part of the hunt could also work. Comment from Aleksandar Blazhev(@byalexai): I sometimes hunt. And that s why I ll share my thoughts on the topic

... experience, code is only one piece of the puzzle. Building Picspace involved far more than generating code: understanding users, validating that the product solves a real problem, prioritising features, shaping the UX, positioning the product, storytelling, branding, pricing, legal topics, infrastructure, deployment, analytics, marketing, talking to users, timing, and constantly iterating based on feedback. AI dramatically accelerated implementation. For me it didn t replace product thinking or decision-making. Comment from Shivansh Chawla(@shivansh_chawla): I just launched my first ... ... local LLMs, but the 'vibe' was definitely more 'industrial' than 'web-app.' The Hardest Part: Getting everything to run on bare metal AMD GPUs with ROCm . It wasn't just about the code; it was about making the hardware

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

... models/services you use always feels weird to me because they aren't your actual users Comment from steve beyatte(@steveb): @stewartjarod   I used to work at FareHarbor and we had a theme for our customers called Lilikoi, off topic Landing page makes sense and looks good, business model is the only one that works in this space Nothing critical to say, good work Comment from steve beyatte(@steveb): @shane_blandford1   I thought this was a social scheduling tool ... ... notified on renewal, expiry or if that domain becomes free - my app has the feature to monitor it. Comment from Yanko Atanasov Aleksandrov(@yalexx): Would love some feedback! https://openclawhardware.dev We just launched ClawBox a dedicated NVIDIA Jetson hardware

... models, rather than a Chatgpt wrapper, should I highlight this in the description? I'm asking because I want to avoid using buzzwords, as users are fatigued by AIs. Thank you! 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 Sam @CRANQ ... ... 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

... editor that doesn't take forever". Comment from Leah Madden - AMA Capital/Finance/GTM(@leah_madden): Claude is my LLM of choice as well. What's so great about Superhuman? Comment from steve beyatte(@steveb): @leah_madden   @jakecrump  Off topic but I'm a huge snippetter and couldn't handle just being able to use them in email and not anywhere else. I use @Text Blaze which lets me use them in any program/email client/etc. Comment from Rajiv Ayyangar(@rajiv ... ... screen affordance. It's such a nice minimal app, and at this point, it's part of my habit, so I don't need visual cues. - @Loom - @Tandem - virtual office - @Opal C1 composer - hd camera through a combo of hardware