... time road detection, incident recording, all on-device, no cloud, no account. I'm porting it to Android now, and the platform gap is bigger than I expected. On iPhone, Core ML runs my YOLOX model on the Apple Neural Engine and I get ~20 FPS at 640 640. One API, works on every device. On Android there's no equivalent. NNAPI was deprecated in Android 15, and vendor NPUs (Qualcomm Hexagon, MediaTek APU) are only now becoming reachable through ...

... with your product - but makes you a better founder? Reading? Walking? Talking with people? Cooking? Something completely random? For me, it's collecting information from different spheres. I feel like the more diverse inputs I get, the richer my neural connections become - and the more interesting ideas and combinations I can create. Also, walking helps a lot. Some of the best ideas appear when I'm away from the screen and my brain has space to connect the dots. What ...

... your machine via MLX on the Metal GPU. No cloud, no API keys, no per-character fees. Voice cloning from a 3s sample, 10+ languages, ~5-9s latency on M-series chips. The thesis: your MacBook has a neural accelerator sitting idle most of the time. If you're a podcaster, voiceover artist, or someone who records sensitive material, you shouldn't have to pay per character and trust a third party with your voice model. Free download with ...

... there's a distinction I keep thinking about: apps built with AI (Cursor, Claude, Copilot writing the code) vs apps that depend on AI APIs at runtime to function. I'm in the first camp. I used AI-assisted coding heavily to build Briskly (a cleaning app that scans your room and generates a timed task list), but the app itself makes zero LLM API calls. The scanning runs on Apple's Vision framework, entirely on-device. No tokens ... ... pricing volatility bitten anyone yet? Anyone shipped with local/on-device models (Apple's Foundation Models, Core ML, quantised open models)? How was the quality gap in practice? Where's the line for you? Which features genuinely need a frontier model vs

... runs via MLX on the Metal GPU. Why I m building this: I was paying a cloud voice service to synthesize narration for short videos. Paying per character. And one day it hit me: my MacBook has a neural accelerator sitting idle 90% of the time. Why am I sending my scripts to a server, paying for each character, and trusting a third party with my voice data? The architecture is simple: download the app, it installs a menu ...

... with a mission that means putting my dirt in front while I pave a clean road for my daughter to walk behind me. I m building in the open because I want to work with people interested in bringing neural gaming into reality. People who believe in it and want to bring that neural

... these hidden knowledge base, know how to apply that That's the gap we spent almost 3 years closing. 18 months of neurosymbolic research before a single line of production code, then 7 proprietary cores (brains) that combine neural pattern recognition with symbolic rule-based reasoning. The symbolic layer encodes 1,300+ elements from GTM science: positioning frameworks, persuasion research, communication ciences, behavioural economics, lexical analysis, plus 10+ years of domain expertise from big tech, strategy consultancies, and unicorns, systematically ... ... cleaned, audited, and structured. The neural

... spread to 180 countries and tens of thousands of users in a short amount of time. Today, I am excited to announce that we are experimenting with something new, something called NeuralOS, it's the next evolution of the Neural experience. With NeuralOS, intelligence stops being an app you open and close and it becomes the OS itself, it becomes the computer itself, it's always on and always ready. Imagine for example you are now on the gmail interface ... ... Neural

... working on FAFI FindAFrameInterpolation , a Windows video player that turns 24, 30, or 60 FPS footage into smooth motion in real time. FAFI is designed around local playback and privacy: Real-time GPU frame interpolation Fast MEMC and optional neural RIFE engines HDR tone mapping and high-quality upscaling Broad video, audio, and subtitle format support Built-in accessibility tools Optional web video playback No ads, accounts, subscriptions, telemetry, or automatic phone-home connections Fully offline when playing local files ...

... breaking, and so on. - Vaizle - I work with Vaizle, but it has very easily emerged as my fav platform. Not even lying. I can keep track of ad performance, check what competitors are posting on social. And best part is that I can feed it my own website + competitors

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... businesses in different capacities. Most often as a founding engineer and later organising a fully autonomous IT team. I am now running a successful software agency for 4 years. I have deep understanding of AI, built Deep Q-Learning Neural Network from scratch back in 2017. Looking for my next start-up to join with a long horizon. I can handle everything Tech related, my best match is a non-tech founder who focuses on vision and has any industry ...

... Product Hunt, We're Khaled and the Neural team. Today we're launching NeuralAgent 2.5, the biggest update we've shipped. For those who don't know NeuralAgent: it's an AI agent that sees your screen and controls your computer. It opens apps, clicks buttons, manages files, and handles tasks across your entire system. You describe what you want in plain English and watch it work. Here's what's new in 2.5: Watch & Learn : Perform a task ... ... setup. No explaining. Just do it once. Voice Mode : Talk to NeuralAgent. It talks back. Start tasks with your voice, get responses spoken aloud. No typing required. Parallel Agents : NeuralAgent now spawns multiple agents working simultaneously. Research 30 competitors

... Tired of uploading datasets to someone else's GPU? FrugalSloth trains small neural nets directly in your browser using WebGL/WebAssembly. Fully private weights never leave your machine. Export to ONNX when you're done. One-click demo included, zero install required. [ github.com/PacifAIst/Frugalsloth](github.com/PacifAIst/Frugalsloth) ...

... handing over your data to a platform that requires a mandatory login. We built FDM AI to change that. We wanted to create a tool that is fast, accurate, and respects your time and privacy. Why use FDM AI? Neural Translation: Experience human-like accuracy across multiple languages. No more "Google Translate" vibes where the context gets lost. Privacy First: 100% private. We don't store your documents, and you don t need to create an account to get started ... ... with a price tag. How it works: Upload: Drop your PDF, DOCX, or TXT file. Choose: Select "Translate" for a new language or "Summarize" for the TL;DR. Download: Get your processed content instantly. We are constantly refining our neural

... built NeuroLens: An Open-Source Mental Wellness Platform that uses EEG sensors and XR to track and improve Mental Health Built with an Arduino R4 WiFi and BioAmp EXG Pill to capture clinical-grade signals on a student budget. Neural Reset: When the system detects high stress levels, it triggers an automated neural

... started experimenting with is reading books, textbooks, or workbooks early in the morning, before touching my phone or any other electronics. So far, it seems to help improve my focus. How do you balance content consumption (especially digital vs analogue) to avoid shorter attention spans? And do you prefer e-books or physical books? Comment from Nolan Vu(@nolan_vu): Same observation here. The shift from "depth reading" to "surface scanning" is real, and honestly feels involuntary once you spend ... ... consistency before the default behavior kicks in. One thing I've added: time-boxing. Reading for 25 minutes with no interruptions beats an hour of distracted skimming. Curious: do you notice different absorption rates between physical books vs

... Noise" to get through their backlog. As a SaaS architect, I ve spent months analyzing the spectral impact of these loops. The hard truth: Standard streaming audio (MP3/AAC) is compressed garbage that strips away the very frequencies required for neural synchronization. Your brain isn't focusing; it s working overtime to "fill in the gaps" of missing audio data. We need to stop treating audio as "background" and start treating it as bio-engineering . I ve been experimenting with Euclidean ...

... focus Keeps you locked into a focus session Tracks real progress (so you can actually see improvement) AI helps plan what to do next Quick quizzes to learn better (less noise, more retention) and calculate your focus score A Neural Map is built as you take quizzes, based on how you score across topics Track weak topics based on your quizzes, so that you can rework those topics No over-engineering. Just something that helps you actually do the work ...

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find. Table of Contents Why AI Dictation Matters in 2026 What Makes a Truly Great Dictation App What Is Snaply? Snaply's Core Features: In Depth Why Privacy Is Non-Negotiable for Dictation Snaply vs

... modern consciousness. We build tools to help you navigate the intersection of AI and human identity. Key Features: Mind OS Debug Kit: Frameworks for mental architecture optimization. Custom GPTs: System Insights: Archived transmissions on AI and the Shadow Self. Neural Protocols: Interactive tools for cognitive calibration. Debug your identity. More coming! Athena @ CTRLALTCMD - Founder ~~Thank you~~ Launched Today: 3/21/2026 Athena's profile on Product Hunt | Product Hunt CtrlAltCmd: A digital OS for cognitive refactoring and AI agency. | Product Hunt CTRLALTCMD.COM ...

... Dark Mode" done locally. "Send a WhatsApp message to Mom" handled on-device. The Soul: Pok ball Theme I refuse to ship ugly software. The entire app runs on a Material Design 3 Pok ball aesthetic, complete with an animated Neural Brain visualization on empty screens. It's fun and fast. What's Coming Next RAG (Retrieval-Augmented Generation) for document Q&A - Improved Agent logic and reliability - Custom model import support I'm building fully in public. If you want ... ... 31MB size is a huge advantage . Most people assume local LLM = heavy and slow. You re breaking that assumption. The phone automation agent is probably your most underrated feature. If it becomes reliable, that s a real differentiator vs

... Nika(@busmark_w_nika): @konrad_sx   @martin_cervantes  In some cases, science fiction movies/books are not sci-fi anymore :) Comment from Nika(@busmark_w_nika): @tereza_hurtova  In such a case, the person can create an alternative route, or maybe the same. Because what if my copy would like to do the same things as me? (but that is not so likely if my copy will be formed by a different background there will be different possibilities ... ... upload is genuinely one of the most significant neuroscience milestones of the decade and most people scrolled past it. The honest answer on human memory cloning: probably 50-100 years for anything meaningful. The connectome (the map of all neural

... Proud to say that I finished Dalexor MI- an ecosystem of semi-autonomous layers designed to capture, synthesize, and recall project intelligence with zero manual overhead. It is a very ambitious project, that act as neural bridge between IDE's, making AI's job much easier, making the context memory much more better, and it's not just contextual memory, but more than 9 tools that make the AI's searching easier. It's my crown jewel, my most ambitious ...

... treats new vocabulary as temporary information and discards it. The solution isn't studying harder. It's studying smarter. Spaced repetition works because it forces your brain to retrieve information at scientifically optimal intervals. Each successful recall strengthens the neural pathway, moving words from short-term to long-term memory. WordFlippin automates this entire process: Add any word instantly AI generates meanings, examples, and mnemonics Smart scheduling based on retention science Review reminders at optimal intervals Track progress and streaks ...