... Yanko, CEO of IDRobots. We just launched ClawBox a dedicated AI hardware box powered by NVIDIA Jetson that runs OpenClaw 24/7. The numbers after 1 week: 12 orders, 5,017 revenue Customers from 8 countries (Norway, Czech Republic, Netherlands, Germany, USA, UK, Sweden, Italy) Zero paid ads all organic (Reddit, Discord, DEV.to, HN, email outreach) What worked: Posting in niche communities (r/selfhosted, r/JetsonNano, r/LocalLLaMA) with technical depth, not marketing fluff Building 136+ SEO backlinks across 14 satellite domains Personalized confirmation ... ... emails that feel human Retention emails saved 2 potential cancellations The product: 399, NVIDIA Jetson Orin Nano, 512GB NVMe, carbon fiber case, runs OpenClaw out of the box

... want to be a real part of this community first. I d love to hear from other makers: How do you handle internal feedback in your teams? Do you think "Pulse Surveys" are actually useful, or are they just a box-ticking exercise? If you re in HR, People Ops, or just a founder who hates bad data, I d love to connect. I ll be hanging out in the threads all day! - be gentle ...

... simply but taking pictures! The process is simple: Install the app create a space (for example, your house) In that space create a location (for example, your garage) Start taking pictures of anything in your garage OR create a box of items Whenever you're wondering, "Where did I put that one thing?" just search your inventory and it will tell you exactly where it is: what room and what box

... Manvendra (18), a solo dev from India. Most AIs today are a black box. You don't see what they believe, how they think, or why they make decisions. I built Nex Sovereign to change that. It s not a chatbot it s a Cognitive Entity OS with 9 interconnected apps. What makes it different? Mind App : See its real-time dopamine/cortisol levels & intrinsic goals. Boardroom : You act as the Board. Its internal CEO/CTO sub-agents recommend actions ...

... Hoardo ( www.hoardo.com ), a simple web app I originally built to solve my own storage problem. The short backstory: after a move, a wedding, and a baby in one year, our storage room turned into chaos. I first tracked boxes and their contents in a Google Sheet, which worked until it became painful to use on mobile. So I turned that system into a small app for myself: rooms, boxes

... Does not require consent banners for analytics. 3) Works by default under EU privacy rules, installs with one lightweight script. 4) Can run in parallel with GA4 for comparison. No dark patterns. No legal gymnastics. No trust us black boxes. What do clients actually gain? 1. Real numbers again: Traffic, pages, referrers, devices without losing 30 60% of users to consent banners. 2. Simpler compliance: No cookies = no consent for analytics. Fewer risks, fewer lawyers, fewer meetings. 3. Better ...

... been talking to so many applicants lately who say they never hear back not even an automated rejection. It feels like a black box. What s the longest you ve waited for a response? And does a lack of reply change how you view that company or university?" Comment from Chris Messina(@chrismessina): It s not new, it s been this way for years. Comment from HowToAbroad(@howtoabroad): @chrismessina When you crowdsource data, you see exactly what s happening ... ... senior developers with the exact tech stack required getting rejected without an interview, a pattern emerges. You can tell if a company is deliberately ignoring talent or just ghosting. The reality is that many companies use job postings for alternative

... just finished a brainstorm session. The whiteboard is covered in boxes, arrows, and brilliant ideas. Now what? Redraw it all in Figma? Spend an hour translating it to a prototype? With TypMo's Image-to-IA feature, you can snap a photo and get a working wireframe in under a minute. The AI recognizes common wireframe conventions: an X in a box

... Stickerbox Review: A Great Example of an AI Toy for Kids Stickerbox is a fast, kid-safe AI sticker printer that s genuinely addicting and fun. Introduction: A Tiny Box That Feels Like Magic Groggily, as I make my way downstairs, I hear the scurry of footsteps rushing to our common area. Daddy, can I use Stickerbox? whispers my 5-year-old daughter skipping the goodmornings and breakfast. After you eat and get ready for school I sluggishly replied ... ... struggle, but with Stickerbox time on the line she bolted into action. I don t think I ve ever seen her get ready so fast. I smiled, maybe they re onto something I said plugging in the red magical box

... founder is dyslexic and has been using dictation tools since sixth grade. He spent over a decade relying on software that never quite worked always clunky, always messy. Aqua began as a voice-native editor , not a typical dictation box, which is why its output feels edited as you speak. His belief: dictation shouldn t look like a transcript of you talking; it should look like something you meant to write. Pricing & Basics Paid Mac app, with a trial ... ... your own voice workflows You want to keep control over data, models, and behavior You want a tool that can write code, docs, and emails from fairly rough prompts You believe your assistant should be inspectable, not a black box

... developer of Memory Blind Box, and I'm excited to share my new iOS app designed to solve the problem of overwhelming digital photo libraries. It transforms photo organization from a chore into a fun, nostalgic experience! What Memory Blind Box

... hallucinations. Granted ChatGPT is getting smarter by the day. But raw intelligence isn't the issue, context is.We didn't build CareerButler to compete with AI; we built it to make AI work specifically for resumes. 2. The Competitor Flaw. They're Literally Just Paying ChatGPT Honestly, this is the part that drives me nuts. Most of the paid tools you see are just copy-and-paste apps. They have a nice website, but all they do is take your ... ... found tools using what seemed like random number generators to give you a compatibility score. It s designed to make you anxious so you pay them, not to help you get hired. We don't give you a black-box

... data to their office (the cloud). Dropstone is different. It s not just a wrapper; it s a Recursive Self-Improving Environment that lives locally on your machine. Why Dropstone still matters in the Gemini 3 era: Recursive Memory vs. Stateless Context Gemini 3 has a huge context window, but Dropstone has permanent memory. If Dropstone fixes a bug in your API today, it learns from that mistake and updates its own internal guidelines. It doesn't just generate code ... ... state-of-the-art open models (via Ollama) or plug in Gemini 3 only when you need it . Your proprietary code stays on your drive. The "Body" for the "Brain" We view Gemini 3 not as a competitor

... direction, AI executes, and you polish to perfection. Why Chat Interfaces Don't Work for Vibe Writing You might think: "Can't I just use ChatGPT for this?" The problem: Describing "modify the third paragraph" in a chat box is incredibly tedious. The traditional AI writing workflow: Type prompts like "make paragraph 2 more persuasive" Copy and paste between chat and your document Lose context switching back and forth Break your creative flow The better approach: Position your cursor where ... ... want changes, then edit directly or summon AI right there. This mirrors why Vibe Coding works in IDEs (Integrated Development Environments), not chat boxes

... watched AI infiltrate every corner at an astonishing pace, feeling a deep sense of unease. What we've seen: Overabundance of "confidence": AIs always answer questions with unwavering certainty, even when they're fabricating facts. The proliferation of "black boxes": We have no way of knowing the reasoning behind a response and can only choose to believe or not. Lack of accountability: Without transparent records, we can't even conduct post-mortems when AI makes mistakes or causes harm ... ... welded accelerator and no brakes or dashcam. Exciting, but deadly. So, the three of us a developer, a philosopher, and a product builder decided to do something about it. We wanted to equip AI with "brakes" and a "black box

... ProblemHunt took 3rd place in the Product of the Day race! 1. The race featured exactly 222 products, including: ChatGPT Atlas by OpenAI, XMind with over 100 million users, the much-talked-about Manus AI, and many other strong competitors. Admittedly, it wasn't easy. But thanks to our close-knit, responsive, and friendly community, we managed to break into the top 3. This genuinely inspires us and gives us energy to actively develop ProblemHunt for you. From the bottom ... ... their direct contacts. We will now actively develop it. 3. By the way, if you have a problem and are simultaneously looking for a co-founder to create a startup based on it, you can now simply check the box

... architecture problem. Stack Overflow found 84% of devs use AI daily, but the velocity gap between clean and messy codebases just got massive. What's working: Clients who spend 20-30 min sketching module boundaries BEFORE vibe-coding. Just boxes and arrows. Then let AI fill in the boxes

... been working on a document processing API suite that solves a few problems I encountered in my career.. - LLMs are great to provide answers on documents but not so great when you need bounding boxes for them. - OCRs give you bounding boxes

... scattered. Failures look random. Debugging feels like chasing ghosts. When 100s of agents run in production, that s a nightmare. We built GraphBit to change that. It s not just an agentic AI framework- it s a black-box recorder for your AI systems. What that means: Every agent action is logged + classified instant root cause analysis Circuit breakers + retries fire with full context no silent failures Deterministic execution reproducible runs (no it just worked yesterday ) Hybrid data layer queries ...

... only manual annotations for the current image (does not clear detections). Annotation sizing: larger text and circle radius are supported (defaults tuned for readability). OBJECT DETECTION (YOLOv8 ONNX) Choose General (COCO-80) then click Detect Objects. Detections draw red boxes and a label above the box

... With this whole AI trend, many tools are trying to be invisible : not apps you open, but helpers that quietly run in the background. They show up just enough interface: a chat box, a nudge, or an API call to deliver value, but otherwise stay out of sight. With today s agent hype , this idea feels like it s accelerating. Agents promise to handle tasks across your apps without you lifting a finger. The upside: less friction, less context switching ... ... more magic . The downside: fragile agents, trust issues, and invisible mistakes that are harder to catch. At Attrove, I've been thinking a lot about when invisible helpers make sense (catching critical issues in the background, detecting trends) versus

... states into structured, explainable engine-level actions. AI Heartbeat Visualizes the AI s internal state you can see how the system is reasoning and adapting. Explainability by default Every decision comes with a clear, human-readable justification no black boxes. Human-in-the-loop OS AI doesn t replace judgment. It amplifies it. CALL-TO-ACTION We re opening this to: AI builders enterprise innovators researchers partners who care about responsible intelligence If you re tired of black-box

... right" school or didn't just "click." Inconsistent, unfair, and un-auditable. AI: Algorithms whose training datasets are themselves replete with historical biases. They increase the scale of discrimination at light speed, becoming so-called black boxes that end up rejecting qualified candidates for reasons that humans cannot even fathom. We are truly deciding to exchange messy, subjective human prejudice for cold, ruthlessly efficient algorithmic prejudice. Is that really an upgrade? I am genuinely interested in where this community stands ... ... their intentions, I can't see the weights, biases, or logic of AI models I'm using as easily. Comment from Dmytro Tomniuk(@dmytrotomniuk): @dheerajdotexe  you correctly identified that the human mind is the true black box

... Since GPT came out, the way we interact with AI hasn t really changed. It s still mostly a chat box. You type, it replies. Even though LLMs have become way more powerful they can use tools, access memory, reason step by step we don t see any of that. It all happens behind the scenes, like a black box

... like to invite you to download and try Boxvy a productivity app designed to give you quick, easy access to your most important content right from your desktop. And, if possible, I d really appreciate your feedback! ----- Boxvy