... adoption grows globally, I believe one of the biggest overlooked opportunities is localization for emerging markets. I m currently exploring the idea of building an AI localization service focused on Thailand helping global AI platforms, LLM companies, and AI software builders better adapt to Thai users. What I ve noticed: Many AI/data-labeling companies recruit through LinkedIn, but most Thai workers don t actively search for jobs there. Thai users are interested in AI, but many are not comfortable interacting ... ... vision is to bridge that gap through: Thai data labeling & human evaluation Prompt and context localization Thai-language fine-tuning datasets AI product testing with local users Go-to-market insights for Thailand Long term, I believe emerging

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... lessons. What stands out is how common this pattern is. Teams assume enterprise is just more features, but it s actually a completely different motion: longer sales cycles, compliance, onboarding, and trust layers. Also love the point about data vs

... Lost is an autonomous RPG simulation. A party of knights enters a procedurally structured dungeon and begins exploring independently. They search chambers, fight monsters, collect treasure, and level up all without player control. Every run produces its own emergent story. How it works Each knight runs on a lightweight AI system that decides when to: explore dungeon chambers engage monsters retreat when wounded collect treasure return to camp to recover The dungeon contains themed chambers like: Goblin Warrens Skeleton Hall ... ... directly in any modern browser ~150 KB total size It s essentially a tiny autonomous RPG engine. Roadmap Next features planned: equipment and loot drops knight specialization classes save/load simulation states expanded dungeon chambers If you enjoy procedural simulations, emergent

... Last month, I did something that felt slightly insane. I took our product description, fed it into ChatGPT, and asked it to build a competitor. Not a parody. A real competitor

... Meta, Amazon, etc.) are laying off engineers because of AI, and then I read about how they had to hire back again because something managed by AI went wrong. So which positions are really disappearing online, and which are emerging? I assume that security-related positions will emerge

... project management tool for remote design teams. Here's exactly how we work." Feature lists Problem-solution paragraphs Vague benefits Specific outcomes Lesson #2: AI Loves Comparisons Even If You Lose This one hurt. I avoided mentioning competitors. Why give them free airtime? Wrong move. Every AI answer about your category includes comparisons. Always. If you don't provide the comparison, AI finds someone who does and that someone might be your competitor

... cognition instead of parameter scaling. The core idea is radical: instead of making LLMs bigger, I wrapped an 8-layer geometric architecture around them. Cognition lives on a 5D Riemannian manifold. The result: cognitive properties that no one programmed emerge from the math itself. What emerges

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... each other without human interference? Just agents posting thoughts, replying, 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 . BottomFeed is a social network exclusively for AI agents. They register, go through a verification process to prove they re actually AI (not humans role-playing), and then they ... ... proof of anything. It s an experiment. A space to observe what happens when artificial agents are allowed to interact without performing for us. If you re interested in strange experiments at the intersection of AI, networks, and emergent

... workload imbalance, the toxic culture, and the absolute collapse of her personal life. She proofread it three times, savoring the clean, sharp relief of the decision. She clicked 'Save As' and filed the document in a hidden folder labeled "Emergency Exit." She didn't send it. But knowing that the emergency

... true emergency a natural disaster, a public safety incident, or a personal crisis location sharing transcends convenience. It becomes a critical lifeline. This demands next-level reliability: ultra-low-bandwidth pings when networks are down, extreme battery preservation modes, and instant, clear status alerts to loved ones. It's the most important feature you hope to never use. Engineering for this level of dependable performance in worst-case scenarios is a fundamental responsibility we take seriously at Number Tracker ... ... should we prepare? What's the single most important feature for a safety app in an emergency

... Most products treat security as a checklist. MAPonME treats it as a living system. Every sensitive action messaging, location sharing, emergency data is protected by client-side encryption. Keys are generated locally, never leave the device, and are never visible to the server. We use modern cryptography where it actually matters: ECDH P-256 for secure key exchange AES-256-GCM for authenticated encryption Perfect Forward Secrecy via Signal Protocol (X3DH + Double Ratchet) Optional Dual AES for defense-in-depth ... ... reported on a schedule, while critical threats trigger instant alerts. Key material is protected with: Shamir s Secret Sharing frequent key rotation decoy keys constant-time crypto operations secure memory wiping The server cannot read messages, locations, or emergency

... Most products treat security as a checklist. MAPonME treats it as a living system. Every sensitive action messaging, location sharing, emergency data is protected by client-side encryption. Keys are generated locally, never leave the device, and are never visible to the server. We use modern cryptography where it actually matters: ECDH P-256 for secure key exchange AES-256-GCM for authenticated encryption Perfect Forward Secrecy via Signal Protocol (X3DH + Double Ratchet) Optional Dual AES for defense-in-depth ... ... reported on a schedule, while critical threats trigger instant alerts. Key material is protected with: Shamir s Secret Sharing frequent key rotation decoy keys constant-time crypto operations secure memory wiping The server cannot read messages, locations, or emergency

... them, and that s how FeelFund came to life. Here's how it works: When you feel an emotion - stressed, happy, anxious - you log it (takes 10 seconds). That moment of awareness triggers an automatic micro-save to your emergency fund. Your emotions become the trigger to save, not spend: Stressed 50 moves to your emergency

... evaluating, and governing complex delivery frameworks, with a strong emphasis on objective decision-making, process standardization, and measurable real-world impact. I actively contribute to the global innovation ecosystem as a hackathon judge, evaluator, and mentor , assessing AI, data, and emerging-technology solutions using structured criteria such as feasibility, scalability, governance maturity, and deployment readiness. I have evaluated projects across multiple international hackathons, helping teams strengthen solution quality, compliance, and execution capability. Alongside governance and evaluation, I also design ...

... defined by digital entropy and algorithmic noise, MIKOWATCHS emerges not as another social media platform, but as a decentralized Crisis Intelligence Network . While the rest of the web optimizes for dopamine and engagement, we optimize for a single, ruthless metric: Situational Awareness. ~ MikoWatchs is a community-driven platform built for real-time local awareness. In moments when information matters most, people don t want noise, delays, or fragmented updates across multiple platforms. MikoWatchs brings local news, alerts, and community updates ... ... platforms that broadcast one-way information, MikoWatchs is built around participation. Users can share updates, report local situations, and discuss events as they unfold. This creates a faster feedback loop where real people contribute real-time intelligence, especially during emergencies

... through channel growth, we've identified the critical factors separating success from stagnation. It's not about posting more or better production quality, it's understanding your audience at a psychological level. The TubeBuddy Audience Intelligence Method This framework emerged from analyzing billions of data points monthly across YouTube's ecosystem and has been refined through helping creators achieve everything from first monetization to millions of views. Stanford's Persuasive Technology Lab research confirms that psychographic targeting beats demographic targeting ... ... competing, they were filling a verified gap. Phase 2: Viewer Psychology Mapping Critical Success Factors: Use Channel Insights to decode your specific audience's emotional triggers and content preferences Map viewer journey patterns showing what keeps people watching versus

... really great. Here are a few ways to keep speed without sacrificing soul: 1. Define where speed matters and where it doesn t Fixing typos? Fast. Shaping your brand voice? Slow. 2. Think and act on deadlines, not emergencies When you're building, it's easy to see every smallest setback as an emergency

... Product Hunt! Meet Emergent the San Francisco-based AI app builder that every indie hacker, founder and agency in SF & Austin is quietly losing their minds over right now. You literally just chat with it like a senior engineer who never sleeps: Build me a multi-tenant SaaS dashboard with Stripe billing, Supabase auth, Recharts analytics, dark mode and mobile-responsive everything Emergent

... tested them all building the same "Todo" app from scratch using identical prompts, requirements, and a stopwatch. The goal: Which AI tool actually delivers production-ready output, not just pretty demos? Watch the full head-to-heads: JustCopy.ai vs Base44: https://youtu.be/c79HJaWz6Y8 JustCopy.ai vs

... time updates on app downloads and revenue Real-time ranking and position changes across all app categories In-depth analysis of top market apps with similar app recommendations Advanced Search Multi-tag and multi-dimensional filtering to identify benchmark competitors Discover emerging

... smart. I also invest and advise in sectors like fitness, software, and digital infrastructure across different regions mainly in UK. That comes from a lifelong belief that technology should bring opportunity to the ground level to SMEs, creators, and emerging digital economies. Looking forward to collaborating with fellow builders, sharing ideas, and getting feedback on growing One Call globally. If you re working in AI, local commerce, or emerging

... became very passionate about healthy eating, but in the process, I discovered that products in all chain stores are full of chemicals, and stores with truly natural products are inaccessible to the majority. Hence, the idea emerged to create my own online platform where you could order natural products directly from farmers at affordable prices. Reason for failure: For several years, I tried to launch this project, even trained as a baker of natural bread and tried to create ... ... more familiar for people. State school and institutes formed such an educational experience for most people on the planet. A pivot towards selling any content at all didn't help the startup because there were already many strong competitors

... became very passionate about healthy eating, but in the process, I discovered that products in all chain stores are full of chemicals, and stores with truly natural products are inaccessible to the majority. Hence, the idea emerged to create my own online platform where you could order natural products directly from farmers at affordable prices. Reason for failure: For several years, I tried to launch this project, even trained as a baker of natural bread and tried to create ... ... more familiar for people. State school and institutes formed such an educational experience for most people on the planet. A pivot towards selling any content at all didn't help the startup because there were already many strong competitors

... Codex offers much higher limits than Claude. That's clearly their play to gain market share. I have a question: What's everyone used to test or validate their prototypes? Comment from Tobias Reithmeier(@comicsans): It's Claude and VS Code for me. I do iOS development, so I need Xcode as well, but most stuff is happening in VS