... that webcam-based eye tracking is a fundamentally different problem from hardware-based tracking. Hardware trackers use infrared illumination to precisely detect the pupil and corneal reflections. A webcam gives you RGB frames of a face, at whatever lighting conditions exist in the user's environment, at whatever angle they happen to be sitting at.    The challenge isn't just detecting where the eyes are. It's detecting the gaze vector the direction the person is actually looking ... ... image that varies with head position, lighting

... believe that this is in real time, I just can't believe it! NeuralAgent is using interfaces AT LIGHTNING SPEED. If you ever used Claude Cowork computer use or other computer use agents, you'd know how powerful this is! The video is in real time, it's at playback 1.0, no speeding at all, all computer use demos you were seeing were at least 8x speeded (including our own old demos)! And the task is: "Send a Whatsapp desktop ...

... stopped hand-waving and measured it. Setup GlowPulse and a Polar H10 (chest-strap ECG, the practical gold standard) recording at the same time, second by second, across 9 sessions and ~3.5 hours total, in good light, dim light

... UPDATE: Fast just got even faster, we made it 2x faster than today's and yesterday's demos, it's a breakthrough! NeuralAgent's lightning-fast computer-use model in action! In this example, NeuralAgent's fast model was given a task to go to publish an X post. It executed the task at lightning

... spent years working on B2B customer acquisition for products moving from early traction to real scale. We tested every channel, built lightweight systems for volume outreach and partnerships, ran hundreds of experiments, and eventually created repeatable processes that a small team could run without constant firefighting. Distribution is the #1 bottleneck you ll hit. Features get copied. Messaging gets borrowed. What actually compounds is a clear system for identifying the right accounts, testing quickly, and turning early signals into consistent ... ... best-performing accounts turn out to be unexpected teams that weren t on the original target list but had urgent, well-defined pain the moment you reached them with the right angle. 5. Keep the first touch light

... fast model was given a task to go to NeuralAgent's Discord and send an announcement introducing itself as NeuralAgent's fast model controlling Khaled's computer and to write something exciting as well! It executed the task at lightning speed! Events in the video occur in real time! Check out NeuralAgent 3.0 here: https://www.getneuralagent.com Comment from Kate Sleeman(@kate_sleeman): How does NeuralAgent handle mistakes when it clicks or types something wrong during a task ... ... permission modes: Ask First , where it pauses and asks for your confirmation before sensitive actions, and Act Without Asking for when you want it to run uninterrupted. So you stay in control of what needs a human check versus

... assisted development to ship real products. Our current portfolio includes CVDeck (career tech), MyListed (real estate), and iMRIVE (NGO impact platform). This month we launched something I've wanted to build for a while: CRM by NeerSoft - a lightweight CRM built specifically for 4 5 person Indian business teams. The problem I kept seeing: small business owners in India are managing clients over WhatsApp, tracking deals in spreadsheets, and losing follow-ups because no tool was built for how they ...

... everyone I m part of the team behind Lightning, a platform focused on crypto trading infrastructure for professional trading teams, market makers, and Web3 projects. Recently, I've been spending a lot of time working on prediction-market modules, liquidity management workflows, AI-assisted monitoring, and automated trading systems. I joined Product Hunt to: Learn from other builders and makers Discover interesting products and ideas Improve how we communicate complex infrastructure products Connect with people building in fintech, AI, Web3 ...

... doing after stress has already built up, after someone has already withdrawn, or after a manager already feels that something is wrong but cannot clearly see what is happening. With Pulseboard, we are trying to build something earlier, lighter and safer. The idea is simple: What if every employee could send a small daily signal about how they are doing, without having to expose themselves immediately? Not a long survey. Not a heavy HR process. Not a public confession. Just ... ... emotionally, they may already be drifting away. Pulseboard is designed to bring back some of that missing visibility, without adding another meeting and without forcing people to explain themselves too early. A small daily check-in can become a lightweight

... small thing that matters when you live in an AI sidebar all day: the assistant should feel like  your  workspace, not a generic gray panel tied only to macOS light or dark. Insight for other users:  Oasis includes  seven assistant chrome themes  (mix of light

... blueprints into photorealistic interior design photoreal renders in minutes. Upload a floor plan or blueprint, choose a style, get a client-ready visual. Remodroom : Upload a photo of any existing room, specify what you want changed (furniture, flooring, walls, lighting), and receive a photorealistic AI redesign. AI virtual staging for real spaces. We ve shipped both products. They work. And now we re sharing what s coming in the next build cycle, because we think practitioners will find it relevant ... ... furniture placeholders directly on your floor plan to 3D layout in real time. The AI generates high-fidelity visuals from those placements. Design intent and photorealistic output become one step, not two. SSGI, SSR, and PBR rendering: Studio-grade lighting

... everyone, Our small engineering team just finished building the core architecture for CordonData , a secure RAG engine and lightweight Document Management System (DMS) built for enterprise AI. Rather than talking about how complex data pipelines are, I want to share exactly what we ve built to solve the infrastructure side of AI, and get your direct feedback on what we should build next. Here is what the platform currently handles out-of-the-box: Cross-Silo Sync via Standard Protocols ... ... data from files a specific user is explicitly authorized to view. Every query and document access point is meticulously audited and logged for complete enterprise traceability. Built-in DMS: For teams without a centralized hub, we provide a clean, lightweight

... mood and use that color to remember the day. The goal is to help people notice small differences in everyday life and make ordinary days feel more memorable. I d love feedback from other makers: Do you think a lightweight visual ritual like this could be meaningful enough to become a habit? What would make you come back to it every ...

... Dear Community, I started a Lightroomalternative with cool feaures such as Local adjustments (brush, stamp, heal), Tone curves, HSL mixer, color grading, ICC profiles, soft proofing, ... you name it. Key will be the import of your existing LR catalogue and a rendering pipeline which reproduces LR results (yes, you don't have to re-adjust your 100k+ images!!!). Stay tuned ...

... Shift) by using CSS aspect-ratio for every single container. Zero shifts during loading. Web Fonts: Self-hosted WOFF2 files with font-display: swap to prevent "invisible text" flashes. Zero-Dependency Logic: I tried to keep the package.json as light as possible ... ... avoiding heavy UI libraries where simple CSS would do. Why I did this: As a developer, I believe that performance is a feature, not an afterthought. It's about better SEO, better UX, and proving that React apps can be lightning

... Andreas, the developer of Skyblobs ( https://www.producthunt.com/prod... ). Our product is a lightweight CMS aimed at members of startups and other technical teams who aren't developers. Instead of having to ask the developer to edit the copy of your landing page, use our visual editing tool. Then directy create PRs to your repository ...

... 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

... marketing is a part of it. Control and easy access to editing content on your website is essential, and for the love of life you don t want disturb the technical founder! That s how Skyblobs were born. A lightweight Git-based CMS that will give you an easy and visually pleasing way to edit your content and automatically push it to your website without interruptions. With that said, are you building a software product or website in GitHub ...

... Product Hunt! I m excited to share something I ve been building: ThresholdIQ a lightweight KPI simulator and anomaly detector for Excel/CSV data. Most teams still rely on spreadsheets for their most important metrics. But spreadsheets don t warn you when something looks off. You only notice issues after they ve caused damage. I wanted a simple way to upload a file and instantly see: Where the numbers spiked Where they dropped Where something looked unusual Whether ...

... everyone, I wanted to share smart-commit-rs , a fast, lightweight cross-platform CLI tool I built to facilitate managing git commits, including generating messages via LLMs. Why this commit generator? I really liked the workflow of tools like opencommit, but I hated the footprint and lack of customization. They require Node.js and pull in ~100MB of node_modules just to string together a diff and an API call. They also suffer from Node cold-start times (~300ms). I rewrote ... ... compatible endpoints. LLM Presets: You can save various provider presets, being able to freely switch between them. If your primary API throws an HTTP error, you can also configure a fallback rank so the tool automatically retries using the alternate

... people who feel isolated or lonely. The core idea is that a lot of Gen Z struggles with real connection even though they're constantly "connected" online, so we're trying to actually help with that. Stack is pretty lightweight right now since it's early. React Native for mobile, Supabase for backend and auth, and OpenAI for the AI layer. For billing we're looking at RevenueCat too after seeing it mentioned here a few times. Happy to swap ... ... auth its just device id stored in keychain no accounts needed which keeps onboarding super minimal biggest challenge has been text extraction different sites block scrapers differently. revenucat for subscriptions has been great tbh, saves a ton of time vs

... what your Windows system is really doing, in plain language. Sapience is a lightweight Windows security and visibility tool designed to help users understand unusual system behaviour without the noise or complexity of traditional security suites. Despite it being "lightweight

... just launched Linkkit, a modern alternative to traditional ... ... link shorteners, built for growing teams. Most tools stop at shortening URLs. We wanted to go further. With Linkkit you get: Custom domains for branded links Built-in QR code generation Device & geo targeting Real-time analytics Team collaboration Lightning

... Wilfred, an indie builder shipping The Copy Agency a lightweight AI tool I built for founders who don t want to overthink copy, but also don t want it to sound like AI. The problem I kept running into: Most AI copy tools either feel too generic or require way too much prompt-gymnastics to get something usable. The Copy Agency is my attempt to sit in the middle: You give it context (what you re building ...

... replaced, but  supplemented , by a new category of tools: AI-native 2D-to-3D platforms that make SketchUp look slow. Here's the numbers: A typical architectural project involves 30-40 hours of SketchUp work - modeling, texturing, lighting, rendering. The results are good. But the time investment is significant. Now, that same project takes 30-40 minutes with AI 2D-to-3D. The computer reads your 2D floor plan, understands the architecture, generates photorealistic 3D scenes with materials, lighting