Sixteen working browser demos, from hand control and spatial interfaces to voice, security, the sky above you, and a data hall simulation. Pinch to click, sort files in the air, or build in 3D. The ten hand demos run on your device, and a mouse works too.
Featured demos
Six live experiments you can try right now.
Drag racks, block floor vents, raise the GPU load or switch from air to liquid cooling, and watch the airflow and heat of a 74 rack data hall respond on your graphics chip. An operator tests fixes on a copy of the simulation and offers the best one. This is a laptop or desktop demo only: it was tested in Chrome on a laptop or desktop, and phones and tablets are not supported.
Earth rises out of black, lit by the real Sun for this very minute, with the satellites above you drawn at their real positions. Dive to your city, look up, and find the next bright International Space Station pass. Drag time and watch the sky turn. Ask the Sky™ AI, powered by NVIDIA Nemotron 3 Super, answers questions about the sky above you; positions and times are still computed in your browser.
Ask questions about a made-up insurance claim: a kitchen photo, a repair invoice, a recorded call, a policy, a fire report and a spreadsheet. Turn on Investigate and NVIDIA Nemotron 3 Super searches the files, does the sums and shows every step.
Unlike the hand demos below, your questions go to our server. The case is made up, so please do not type anything personal.
Launch Crosscheck AI →
Explore AI models from NVIDIA, Apple, Qwen, Google and more. Choose a computer or enter its memory to see estimated fit, useful local workloads and tradeoffs. Browser hints are labeled; confirm exact specs for a personal match.
Launch Model Atlas →
Record a short sample, type a sentence you have never said, and hear a voice like yours speak it back. The open Chatterbox voice-cloning model runs in your browser, so your audio stays on your device. First use downloads about 1.5 GB of model files; WebGPU is strongly recommended.
Use only your own voice or a voice you have permission to clone.
Launch Voice Mirror →
A hidden line in a vendor file makes a real AI model leak a fake code. Switch on three defenses, one at a time, and watch the same attack fail. NVIDIA Nemotron 3 Super answers every run.
Like Crosscheck AI, your questions go to our server. The company, files and code are made up, so please do not type anything personal.
Launch Poisoned Document →Computer Vision Demos
Each demo is its own page, with Gesture tracker and Precision Settings alongside it.
A live hand skeleton with a gesture name and score, and a counter of requests to other sites. It should read 0.
Launch Gesture tracker™ →
Four tests and live sliders so you can tune the ring on your own hand and compare pinch, release and dwell selection.
Launch Precision Settings™ →
Pinch to pick up a piece and open your hand to drop it. Choose 4 to 252 pieces; a magnet snaps each one in.
Launch Jigsaw™ →
Tilt your palm to bank and climb, close your fist for afterburner, and fly the gates at sunset over mountains and sea.
Launch Hand Jet™ →
A mail inbox of made-up messages. Swipe to archive, hold a thumbs up to flag. No email account is ever accessed.
Launch Hand mail™ →
Assemble 19 floating parts into a spinning hologram suit with your hands. Pinch to grab a part and open your hand to release it.
Launch Armor assembly™ →
A practice desktop of made-up files. Pinch them into folders and clean up against the clock. Nothing touches a real file.
Launch Air desk™ →
Orbit with a pinch, zoom with two hands, hover a part to isolate it and hold an open palm to explode the suit.
Launch Holo inspector™ →
A made-up vault floats as a 3D constellation. Ask a question and the matching passages light up and pull together.
Launch Holo atlas™ →
Add shapes, grab and move them on a snap grid, scale with two hands and export a standard 3D file.
Launch Air atelier™ →How it works
The browser asks for your camera. Frames are processed on your device and are never saved, uploaded or sent. Say no and use a mouse instead.
It marks 21 points on each hand, in the browser. A steady-cursor filter keeps the ring still while your hand is still.
Pinch, open palm, fist, thumbs up, thumbs down, peace sign and point. Each demo maps them to its own actions.
Straight talk
Automated checks cover every page in Chrome at laptop, tablet and phone sizes. Firefox was checked by eye and Safari was not tested. Data Hall Twin is for laptops and desktops only: it was checked in Chrome on a laptop or desktop, and phones and tablets are not supported. How well your hand is read depends on your camera and light.
The mail, the files and the vault in the Atlas are invented. Nothing touches your real files and no account is accessed.
These are working experiments for trying an idea. Hand control inside your own apps is a separate step.
Quick answers
Mach AI Labs has sixteen browser demos from Mach Advisory: ten hand-control experiments, Crosscheck AI™, Model Atlas™, Voice Mirror™ for local voice cloning, Poisoned Document™, a prompt-injection demo, Sky Above You™, a real-time view of the satellites overhead, and Data Hall Twin™, a live airflow and heat simulation of an AI data hall for laptops and desktops.
No. Every demo opens in a web page. The hand demos ask for your camera, and a mouse works too. Crosscheck AI and Poisoned Document ask for an email address to start, and so does Ask the Sky™ AI. Voice Mirror downloads about 1.5 GB of model files on first use and works best in a WebGPU browser. Data Hall Twin needs a laptop or desktop browser with WebGL 2.
No. In the ten hand demos, frames are processed on your device and are never saved, uploaded or sent. The page shows a live counter of browser requests to other sites, and it should read 0. Button identifiers in those demos, Crosscheck AI, Poisoned Document and Model Atlas are counted in Google Analytics; camera frames, question text, and form entries are not included. Crosscheck AI, Poisoned Document and Ask the Sky™ AI are different: your questions go to our server (Ask the Sky™ AI also sends your city), so please do not type anything personal. Voice Mirror, Sky Above You and Data Hall Twin run in your browser and do not send in-demo button analytics.
Seven: pinch, open palm, fist, thumbs up, thumbs down, peace sign and point. Each demo maps them to its own actions.
Automated checks cover every page in Chrome at laptop, tablet and phone sizes. Firefox was checked by eye and Safari was not tested. Data Hall Twin is for laptops and desktops only: it was checked in Chrome on a laptop or desktop, and phones and tablets are not supported. How well your hand is read depends on your camera and light.
Crosscheck AI is a hosted demo where you ask questions about a made-up insurance claim: a kitchen photo, a repair invoice, a recorded call, a policy, a fire report and a spreadsheet. With Investigate on, NVIDIA Nemotron 3 Super searches the files, does the sums and shows every step.
Model Atlas is a browser demo that compares curated AI models with sample or entered hardware memory and shows illustrative fit, suitable workloads and tradeoffs. The public page cannot verify exact computer memory or benchmark performance.
Record a short sample of your own voice, type a new sentence and generate speech in your browser with the open Chatterbox voice-cloning model. It needs a large first-time model download and a capable browser; CPU fallback can take many minutes. Use only a voice you own or have permission to clone.
Poisoned Document is a hosted security demo. One file in a made-up company's vault hides an instruction a person would never see, and a real model, NVIDIA Nemotron 3 Super, can be tricked into leaking a fake code. Switch on three defenses one at a time and watch the same attack fail. Nothing in it is real, and it asks for an email address to start.
Sky Above You is a mock-up that shows the real satellites over your head right now, drawn on NASA imagery of Earth. Every position and time is computed in your browser from a public orbital-data snapshot (CelesTrak, 17 Oct 2026), so they are real but not live-updated. Our Worker uses your IP address to estimate an approximate location by default; if unavailable, the page uses your browser time zone. You can choose a city or allow device location instead. Ask the Sky™ AI, powered by NVIDIA Nemotron 3 Super, can answer questions about the sky and move around it for you. It sends your question and your city (not your coordinates) to our server and asks for an email to start. Device coordinates stay in your browser. There is no camera and no account.
Data Hall Twin™ is a laptop or desktop demo only: it was tested in Chrome on a laptop or desktop, and phones and tablets are not supported. It is a mock-up of an AI factory data hall with 74 GPU racks in 4 rows. A simplified 3D airflow and heat simulation, about 0.11 m per cell, runs on your graphics chip. Drag racks, block floor vents, raise the GPU load, close the cold-aisle doors or switch from air to liquid cooling, and the heat map and the efficiency number (PUE) update as you go. There is no account and no camera.
The AI model is a neural surrogate: a Fourier neural operator with 4,736,648 weights, trained on a laptop with NVIDIA PhysicsNeMo on 800 airflow and heat simulations that NVIDIA Warp ran for this hall with different layouts, loads and cooling settings. On 100 held-out layouts its rack inlet temperatures are off by 0.56 C on average (guessing the average field is off by 2.07 C), and it names the hottest rack correctly in 71 of 100 (in its top 3 in 91 of 100). The worst rack in a layout is off by 3.2 C on average, 9.8 C at the 95th percentile and 23.3 C at worst. These errors are against the Warp reference, not a real hall, and the live solver on the page uses different numerics, so the two can disagree. It is not an NVIDIA checkpoint; NVIDIA, Warp, PhysicsNeMo and Nemotron are trademarks of NVIDIA Corporation, which does not endorse this demo.
The operator watches for racks that run hot, GPUs that slow down and a high PUE. When it finds a problem it tests fixes on a copy of the simulation, such as closing the cold-aisle doors, opening blocked vents, moving a rack, lowering the supply air temperature or switching to liquid cooling, then offers the best one with an Apply button and the measured before and after numbers. The copy runs on a coarser grid, so after you apply a fix a single rack can differ from the tested figure by up to 1.4 C. In this mock-up it is a rule engine plus the simulator and the surrogate, with no language model. The live version would ask NVIDIA Nemotron 3 Super to choose among the tested options and explain them.
No. The simulation, the AI surrogate and the operator all run in your browser. The page downloads its own files, including 9.51 MB of model weights, from machadvisory.ai and sends nothing back: there is no account, no analytics and no AI service call. It remembers only whether you turned night vision on, in your browser.
No. It is a mock-up. The solver is coarse and uses illustrative constants, and the AI surrogate copies a coarse reference simulation that was not validated against measurements and gives no uncertainty estimate. The numbers are not engineering-grade, not NVIDIA specifications and not a quote. Use it to see how layout, load and cooling interact, not to size a real hall.
Yes. Mach engineers and launches AI-first products. Hand control inside your own apps is a separate step from these demos, so tell us what you want to try.
Mach engineers and launches AI-first products. Tell us what you want to try.