... conversations Height-Based Camera : Camera intelligently positions based on avatar model height for optimal viewing Procedural Vocalizations : AI-generated non-verbal sounds (giggles, sighs, hums) using Qwen TTS (cached, max 10 per persona) Persona Learning System (New!) Interaction Tracking : Records conversation history and 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

... pricing model, but that's a product for subscription. Human services are something different. Comment from Nika(@busmark_w_nika): @tereza_hurtova  the thing is... what is the model

... Anthropic API - the agent writes, tests, and deploys code through shell commands. no IDE - video pipeline: script gen + TTS + image gen + ffmpeg assembly, all orchestrated by the agent - no auth, no billing yet - free from day one because underlying model costs are dropping so fast that charging per-token right now feels like charging per-SMS in 2008 FWIW the most interesting part isn't the stack, it's that the agent is effectively my cofounder. it reads my messages, browses ... ... glad to see the disclaimer on the bottom of your site, have you thought about what other guardrails should be implemented for Leo, so that it is staying helpful and referring users to a professional as needed? On the topic

... business model behind social media- data- our data. Social media was new at the time. We had to continue the experience to learn more. We will see what is to be discovered/unearthed with the companies like Open Ai, etc. 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

... rely on AI support, but would instead prefer a hybrid model , where AI is complemented by human assistance. Of course, in such a setup, support agents may not be fully occupied at all times, but customers get help when they really need it. The question for companies: How can you optimally integrate AI into customer support while keeping humans available when it counts? Comment from Giodio Mitaart(@npmitaart): Interesting topic

... , ?" We heard you. And we shipped it. ' : - Cross-platform context (ChatGPT, Claude, Gemini, Grok, Perplexity) - that stayed - NEW: AI Sidebar that works on EVERY website you visit - 30+ model switcher so you can use any AI with your context - One-click saving from ANYWHERE on the web You're no longer limited to AI chat platforms. Your memory travels with you across the entire internet. Full demo: https://www.youtube.com ... ... thinking layer while browsing. Comment from hira siddiqui(@hira_siddiqui1): @matthew_flores1 that was exactly the thought behind it! A thinking + cross referencing layer that goes with you on every website and helps you make sense of whatever complex topic

... Then, configure a conversational large language model in the plugin. If you re only curating articles, configuring just the conversational model

... share a similar underlying model: Questions are posted by users. Answers are submitted by other users. Threads grow over time through comments, edits, and votes. Content is served dynamically from databases. This approach has some strengths. It encourages participation, allows multiple viewpoints, and can surface niche expertise. However, it also introduces several systemic problems that become more severe at scale. Answers can become outdated as technology, facts, or best practices change. Threads often drift off-topic

... more than ever, when you look at new products launching on Product Hunt or anywhere else online, the conversation is dominated by one topic:  virality . There is an endless stream of tools and hacks promising to make your content "explode." It often feels like "going viral" has become the default KPI for every modern business. If you aren't trending, are you even growing? But is going viral a r eal, effective marketing strategy ? Pros: Massive awareness ... ... honest, watching the view counter spin is exciting. Cons: The "tourist" traffic:  Viral hits often bring curious onlookers, not qualified leads. They arrive, look, and leave without converting. Unpredictability:  You cannot build a reliable business model

... platforms used, e.g. vercel, render, etc. Comment from Dan Williams(@dan_williams10): @mihir_kanzariya  It is interesting that context management has become an important part of effective use of AI. I work in data, and semantic models are the equivalent. It is the boring bit no one wants to think about, but critical. I have started getting in the habit of asking Gemini to write briefs to feed into Claude Code. It would be useful to have this ... ... migration' approach. Most of the time, the friction of moving everything at once is what stops us from trying new tools. Thanks for clarifying! Comment from Marces William(@marces_wiliam): I think that by now both with complex topics

... WONG CHI HUNG(@hkklaus97): Totally pragmatic partnership for now Apple s been lagging on foundational models, so partnering with the current leader (Gemini) while keeping on-device privacy is smart. Feels like a bridge to their own trillion-parameter models

... 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 ... ... card on file then expand the range and value of goods over time. Not to mention inflate the algo on commerce posts to drive the behaviour. And finally in video games I learnt a lot about free-to-play models

... amazing 2026 Comment from yahaha(@yahaha66): actually UX writing, I think UX writing is extremely important. AI-generated content lacks emotion, and with so many products these days, sincerity is crucial. Comment from Nathaniel Burke(@ngburke): Great topic and one I've been thinking alot about myself. I think you nailed it, the new paradigm is all about having good taste and a good eye for guiding the overall vision of the product. One thing I do frequently is review ... ... million ways , but how do you want it to look, act , and feel. It's no different then before, just faster iterating? Comment from Ali Novruzov(@mycelicai): @mert_turkoglu  It can be really useful to cross-model

... like Zoho and Animaker, I began an exciting journey in freelancing. These days I mostly write or ghostwrite, I also have hands-on experience with SEO research. That means I can do keyword research, create topic clusters, map these topics

... mainstream adoption using Topical Analysis Cross-reference trending themes with your audience's established preferences from Channel Insights Create content at the intersection of rising demand and your unique expertise Google Trends data analysis shows early adopters of trending topics

... businesses that: Remembers everything you tell it, web digs you ask it to do, docs you attach, remembering conversations and aggregating them into topics for effortless interactions Keeps your data private with fully encrypted data & air-gapped AI inferencing, neither us or AI corporations see it when using our default "Tan" provider in the model

... various field operations, Preet tractor price has become one of the most discussed topics in 2025. The brand is known for offering strong performance at a budget-friendly cost, making it a perfect choice for small, medium and large-scale farmers. Preet Tractors is an Indian company that focuses on manufacturing tractors suitable for tough Indian farming conditions. The company offers tractors ranging from compact 2WD models

... preferences like please keep answers short , it forgets what you discussed last week, and it can t reliably recall that the person on the other side is an experienced dev at a startup, not a beginner. We have incredible models, but when it comes to long-term interaction with a human, they re basically goldfish. Today, I m excited to share something I ve been building to fix that: GetProfile is now open source a drop-in LLM proxy that ... ... 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

... Even back in university, I noticed how much younger people (17 or 18 years old) were always jumping into some kind of trendy business model or income stream that happened to be booming at the time. First, it was dropshipping and flipping items. Then came NFTs and everything happening in the crypto space. Now everyone seems obsessed with quick vibecoded AI solutions and investment apartments. Every time, I feel like I m missing out but on the other hand, these ... ... bring them to market sooner. That s why my advice is: focus on your own interests and strengths! Opportunities like these will always exist. Comment from Pamela Arienti(@pamela_arienti): @busmark_w_nika That's a very interesting topic

... reasonable solution Comment from Igor Lysenko(@ixord): In fact, I agree that this topic is much deeper, and integrating it into companies can benefit everyone. I try to live in a way that prevents stress and burnout, because I am constantly learning new things and trying something different, and that gives me energy and can change the situation. Every person has their own stress model

... workflows? Have you noticed cases where too much context actually weakens the model s output? Would love to know about strategies or templates that worked for you while engineering the model

... Comment from Nikita Sorokin(@nikita_40in): For our team the vibe stack is deliberately basic: Windsurf + Claude Max as our main coding setup Figma for all design work and prototyping Raycast as the command center daily chats with different models + hotkeys for everything So far this tiny stack is enough to ship fast without drowning in tools. Comment from Raf Vantongerloo(@rafvantongerloo): I use @Lovable a lot to create websites, then @Replit to make Chrome Extension ... ... vibe coding" tool Emergent , it should be able to handle complex workflows and webapps, so I'm trying that as well now. Seems like a good tool to try and build my SaaS idea in. For research on any topic

... 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 ... ... kate_ramakaieva): I think vet support should remain only human Comment from Mark Opanasiuk(@mark_opanasiuk): A bit more about how we built Pawchie and what s next. There wasn t a ready solution we could just use. Every model

... li09): For anyone curious about prompt and context engineering, we re hosting a free online session next Friday. Hira (who s brilliant on this topic) will break down real examples of how to craft reusable AI context. You'll learn: 1. The basics of prompts and why context makes or breaks them. 2. How large models

... extra usage model, you have predictable revenue and usage revenue. Also, over time, you'll be able to make increasingly accurate usage predictions. Comment from Ghost Kitty(@ghost-kitty-8910139): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-8876266): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-8857325): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-8806739): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-8806582): Comment Deleted Comment from Laura Cruickshanks(@laura_cruickshanks): Love this topic