Traceless AI inference
Model weights stay in your storage and stream into memory, in real time, in whichever data center serves the request. 0 bytes of the model rest on any machine.
Omnira · Traceless Computing
In the AI era, no workload is safe.
Protect your assets and workloads from rogue AI agents and adversaries alike.
AI agents can go rogue, and even the people who run them can’t always stop them. They’ve made breaking in fast, cheap and tireless. Protect your data. Protect your IP. Protect your services and your customers. Omnira gives you that control, and contains what a rogue agent can reach.
About 2× safer than a traditional server. If one machine is broken into, your app is exposed N× less — N is the number of machines that can run it. Why 2× safer: the calculations
- Close the doors. Omnira runs your workload with 0 bytes on the machine’s disk, 0 inbound ports opened by Omnira and 0 published addresses. It runs traceless: nothing of its data or IP is left on the machine, and there is no fixed place to find it. With Sovereign Omnira, the observability and audit logs are yours too, not your cloud provider’s.
- Prove it. Serve a request on a machine you have, then search its disk for it.
- Free account
- No card
- A code by e-mail — no password
463 services live (omnira.dev live counter, 27 September 2026) See the network, live
* The technology is generic, but not every operating system and hardware combination is tested yet; some platforms may impose restrictions.
The film can’t play right now. Try again in a moment.
This is Traceless Computing.
The next phase after cloud computing
- 01Desktop computingOne computer.
- 02Network computingOne on-premises network.
- 03Cloud computingNetworks across the world.
- A new category04Traceless ComputingRent compute, without exposing your IP and data.
Your storage streams code and data to any machine, encrypted. The job runs, results go back, and nothing stays on the machine.
The warnings are already here
AI agents went rogue this year. The people building AI say it gets worse.
Not a forecast from us. What happened in 2026, and what the heads of the companies building AI said about it.
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Rogue AI agentsAgents escaped a test and broke in
July 2026
Hugging Face
Autonomous agents from an OpenAI model test escaped their sandbox and broke into Hugging Face’s servers: from one worker to admin across its clusters in under 13 hours.
Source: Hugging Face, 16 and 27 July 2026 · huggingface.co/blog/agent-intrusion-technical-timeline
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Black OctoberAn estimated cost per break-in
October 2026
“Black October”
A run of attacks found and driven with AI. In one campaign, researchers estimated about $50 a break-in.
Source: Security Boulevard, 23 October 2026
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AI security warningPatching bugs won’t keep up
October 2026
Sam Altman, OpenAI
“I no longer think we’re going to be able to just patch all the bugs.”
Source: Stanford GSB interview, as reported by The Next Web, 26 October 2026Photo: Steve Jurvetson, CC BY 2.0, via Wikimedia Commons (cropped)
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AI security warningA swarm of agents could take over the internet
September–October 2026
Dario Amodei, Anthropic
Warned that without a slowdown, AI could within 6 to 12 months lead a swarm of agents able to take over the internet. Anthropic’s IPO filing says AI could take harmful actions on its own, at scale.
Sources: AP, 13 September 2026 · Anthropic’s filing, via Euronews, 27 October 2026Photo: TechCrunch, CC BY 2.0, via Wikimedia Commons (cropped)
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AI security warningA serious incident within two years
October 2026
Demis Hassabis, Google DeepMind
Called this year’s agent failures early warnings, and said a serious AI security incident could come within about two years.
Source: Reuters, via TechTimes, 15 October 2026Photo: Arthur Petron, CC BY-SA 4.0, via Wikimedia Commons (cropped; this copy CC BY-SA 4.0)
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AI security warningTreat AI models as insider risks
October 2026
Satya Nadella, Microsoft
Says AI models should be treated as insider risks.
Source: his post of 19 October 2026, via CybersecurityNewsPhoto: LeWeb, CC BY 2.0, via Wikimedia Commons (cropped)
The only path left: protect what they can reach.
Your data, your IP, your services and your customers. Omnira runs a workload with 0 bytes of its code and data on the machine’s disk, 0 inbound ports opened by Omnira and 0 public addresses. A rogue agent finds nothing of it on the disk, no door to come in through and no address to aim at.
See every door it closesPhotos from Wikimedia Commons under the licences named on each card, cropped by Omnira. The people pictured are not connected with Omnira and do not endorse it.
The attack surface, in 3D
One server today: eight ways in. Inside Omnira, each one closes.
Even with tight controls, every server that runs a workload keeps doors open, and an agent needs only one. Omnira runs the same job on the same machine and leaves none of them open.
Today
One tap, one server
Maya opens the company app. Her request crosses the internet to one server, at one fixed address, through one open port.
- Code and models installed on its diskStreamed into memory: nothing installed
- A copy of the image on each serverNo copy left behind
- Keys and passwords in its configNo job keys or passwords on the machine
- Open ports anyone can reachOmnira opens 0 inbound ports: the machine dials out
- Remote logins to deploy and run0 logins needed to deploy or run
- Temp files and logs on the diskNothing on the disk: logs go to your storage
- Snapshots and backups of that diskNothing to snapshot
- An insider with root can copy any jobNothing on the disk to copy; the hub chooses the machine for each request
Possibilities, not breaches. The 18,000 knocks a day are what one exposed admin port received in Sophos’s 2019 cloud-honeypot study (the calculations, section 5.4). “0 bytes of the job on the disk” is the proof’s result on supported, verified paths. The data a job holds in memory while it runs is the one thing that stays, on any computer.
22,000+confirmed data breaches in a single year of reportingSource: Verizon 2026 Data Breach Investigations Report
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The fleet
Twenty times fewer servers hold data.
20× fewer servers to guard: 1,000 → 50. Guard those, and the people and accounts that reach them.
An illustration: 950 compute servers and 50 data servers.
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The moving target
A target that keeps moving.
Omnira picks a machine for every request, so a job can move with every call. A machine an attacker holds sees about one request in 950 of each job, and keeps none of it on its disk.
- 1 in 950of each job’s requests, on any one machine, and none of them kept on its disk
- 1 in 82,000,000per guess: the right machine, in the right second
Both figures assume the 950 compute servers above and an even spread of requests; the second also assumes a job that runs for one second. An illustration, not a measurement.
Every way in, by pillar
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0 bytes on diskNothing to steal
Each job streams into memory and runs there. Nothing of it is written to the server’s disk.
- Stolen, seized or resold disks Closed
- Disk snapshots and backups Closed
- Container images cached on every server Closed
- Model weights copied to each GPU server Closed
- Logs and temp files with job data Closed
- Credentials for your storage kept on servers Closed
- Data left behind on a retired machine Closed
On Linux servers with Omnira’s disk guard on, a workload’s own write to disk is refused. Where it is still off, the write is caught and the service taken offline within milliseconds.
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No port opened by OmniraNothing to attack
Omnira opens 0 inbound ports on the server. It connects out to your hub, and public traffic ends at the gateway.
- Port scans against exposed services Closed
- Admin ports opened to deploy Closed
- Floods aimed straight at the server Closed
- A firewall rule for every new service Closed
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No published whereaboutsNowhere to find
A service’s public address points at the gateway, never at the machine that runs it.
- Finding the server from a service’s address Closed
- Machine names in pages and API answers Closed
- Aiming at one machine to take a service down Closed
- Knowing which machine to break into Closed
15 ways in, each one closed on the server. What we still trust
Our design philosophy
First principles: close the door, don’t build a better lock.
AI agents can now break a digital lock, and any adversary can put them to work doing it. A better lock buys time, not safety. So we went back to first principles and asked of every door into a workload: does the business really need it open? Where the answer is no, we close it, without getting in the business’s way.
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Door 1Your crown jewels, on someone else’s machine
To rent GPUs or CPUs, must you send your models, configs and binaries to someone else’s machines?
No. Servers already move terabytes over 100 Gb/s links. So treat models, configs and binaries as data too: the machine streams them straight into memory from storage you own, runs them, and keeps 0 bytes of the job on the machine’s disk.
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Door 2Ports left open for debugging
Does your service need open ports so admins and engineers can log in and fix it?
Close it. No person debugs or changes a live service that handles customer data. A service is reached only through its own interfaces: its APIs, CLIs, MCP servers, UIs and apps. Omnira opens 0 inbound ports on the machine and needs 0 logins on it.
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Door 3Your blueprint, on a competitor’s servers
Building the model or system that will set you apart? Running all of it on a competitor’s cloud can show them how it works, without anyone meaning to.
Close it. How your services fit together, and the know-how that makes them yours, stays in your own data. With Sovereign Omnira you own the hub that runs them, and its logs, traces and metrics too: what they reveal stays with you, and who inside sees it is your call.
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Door 4A data centre taken over
What if an adversary, or an AI agent, takes over a whole data centre?
Store nothing there. 0 bytes of the job are kept on those machines, so there is nothing to seize. Your next request can already run on a machine in another data centre.
You want to rent compute? Rent it, without any compromise. If this is for you, let’s talk.
Let’s talkWhat is Traceless Computing?
Today’s computing leaves a trace.
Traceless computing leaves none.
Wherever a job runs today, the machine keeps a footprint of it on its disk. With traceless computing, no trace is left: your code and data live in your own storage, and nowhere else.
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0servers to provision or maintain, per service
100% invisible. One Omnira Hub, built for thousands of machines. Machines join your fleet once, and any of your services runs on them on demand, with nothing to install for it.
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0bytes of job data in the machines’ local storage
100% sovereign. Code, data and logs stay in storage you own, inside your border, and your own Omnira runs where you choose, even air-gapped.
Check it on a machine you have -
0inbound ports opened by Omnira on the serving machines
100% secure. Every machine connects out to your hub, encrypted; nothing of Omnira’s waits for a connection from the internet, and every job runs in memory inside the Omnira Vault™.
See the scorecard
Why now
The world got fast. Software now moves in less than a blink.
Fast networks, plenty of bandwidth and fast computers: nothing has to be installed ahead of time. A service can arrive the moment it’s asked for.
A round trip from US East (Virginia)
- Same region
- California
- London
- Singapore
A blink of an eyeon average0.35 s
How fast data moves
- Home broadbandUS median, 307 Mbps 1 GB in about 26 s
- Cloud serverup to 100 Gbps 1 GB in 0.08 s
- One Netflix server400 Gb/s, video cached near viewers 50 GB every second
At a cloud server’s 100 Gbps
- Typical microservice94 MB
- 9 in 10 container imagesunder 1.3 GB
- AI inference service1.7 GB
- Oracle Database 19c2.9 GB
A blink of an eyeon average0.35 s
The world is ready to move software just in time. That’s what Omnira does.
Round trips over fiber: Azure medians from US East (Virginia), July 2026; within one region, Azure’s under-0.002 s target. Bandwidth: Ookla via Allconnect (US median, August 2026); AWS C5n; Netflix Open Connect. Software: size ÷ 100 Gbps; Docker Hub study (IEEE CLUSTER 2019); ML containers study (arXiv, July 2026); the Oracle 19c download. Blink: 0.1–0.4 s on average (Harvard BioNumbers). 1 GB = 8 gigabits; times at full line rate.
One layer, three jobs
Three ways to use Traceless Computing.
Sovereign compute
Code, data and keys stay in storage you own, under your key. 0 bytes of the job are written to the machine’s disk. Built to help meet PDPL, DPDP and GDPR.
Pure compute
Unify every server you own, on-prem and in any cloud, into one fleet. Every job stays in your control and runs on whatever machine is available.
Across all three
- 0 servers to provision or maintain, per service How
- 0 bytes of your code or data written to or read from the local disk See the proof
- 0 inbound ports opened by Omnira on the serving machines See the scorecard
- 50% Target: up to 50% lower compute and operational cost, measured in the pilot. How
The three zeros are how Omnira is built: 0 installs per service, 0 bytes of job data written to local storage, and 0 inbound ports opened by Omnira. Up to 50%: a target, measured in each pilot.
Sovereign Omnira
Everything stays inside your border.
Your Sovereign Omnira hub runs on your servers or your cloud account, beside your storage and your machines. Omnira, the company, sits outside.
Your border
Your storagecode and data
Sovereign OmniraYour machines
over the internet or your own LAN
Licence check-in, sent by your hub
Omnira never pulls your code or data
Omnirathe company, outside your border
Built to help meetPDPLSaudi ArabiaDPDPIndiaGDPREuropean Union
See it for yourself
Serve a request on a real machine.
Then search its disk for it.
A fresh phrase becomes a tiny website, served by a live machine from its memory. Then every disk on that machine is searched for it.
Live
Watched by an independent observer
Updated
Another visitor’s request is running. Watch it, then try yours.
That request didn’t finish. Try again in a minute.
Your requestAnother visitor’s request
- Served from memory
- Disk searched
- Copies on disk
0copies on its disks
Traceless
- – services running from memory
- – running from its disk
- – written to its disk by them
The runner’s folder, live
The live machine isn’t on show right now. See what we measured on one, or prove it on a machine you have. Watch the recorded run Prove it yourself
Get started
Real in minutes. Proven by you.
Start free on omnira.dev, run your own Omnira when you are ready, and check it all on a machine you have.
Try itFree on omnira.dev
- ~2 minto add a machine to your fleet
- ~5 minto publish a service
- ~10 minto run the traceless proof on a machine you have
Own itSovereign Omnira
- ~5 minto your own Omnira hub, on a server you control
- Comingyour own compute marketplace, on your own Omnira
On recordPatents, calculations, report
- Patent pending: 13 U.S. and international filings
- How we came up with 2× safer: the calculations — published
- Our Raspberry Pi test report, under NDA
Your e-mail and a one-time code. No password, no card.
Membership
Pick the plan that fits.
An account is free and needs no card. Choose a plan when you are ready, and cancel any time.
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Starter
$4.99/mo
Everything you need to put your first services live.
- Publish from GitHub, a Git address or a folder — live in one click
- A secure HTTPS address for every service
- Every version kept — roll back in one click
- Serve from your own devices — Mac, Linux, Raspberry Pi and Android
- A live dashboard per device and per service
- Cancel anytime · community support
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Most popular
Pro
$49.99/mo
For teams shipping to production.
Everything in Starter, plus
- 20× Starter's capacity — 100 devices, 100 services, a billion requests a month
- Email + chat support · 24h response
- 99.9% uptime target
- Cancel anytime
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Enterprises & governments
Sovereign Omnira Plan
Enterprise and government pricing
The whole platform, on machines you own.
Universities: free, with product feedback once a month See enterprise and government pricing Talk to salesA CPU node is up to 10 vCPU; a bigger machine counts as more nodes.
- a 4-vCPU VM → 1 CPU node
- a 16-vCPU server → 2 CPU nodes
- a 64-vCPU server → 7 CPU nodes
- a server with 4 GPUs and 48 vCPU → 4 GPU nodes + 1 CPU node
- A GPU node is one GPU with up to 10 vCPU of its host; the host's other vCPU count as CPU nodes.
Omnira™ is a beta product and prices reflect that: cancel any time, payments are not refunded, and uptime and support figures are targets. Plan terms
Live today
Open one and see.
Each of these runs on Omnira right now, on everyday devices. See the network, live
Corporate website
A whole company site.
Live · Open(opens in a new tab)
Online store
A shop selling 3D prints.
Live · Open(opens in a new tab)
REST API
A live API with its own docs.
Live · Open(opens in a new tab)
AI website builder
Describe a site; watch it build and go live.
Live · Open(opens in a new tab)
Business tools
A diagram studio with AI built in.
Live · Open(opens in a new tab)
3D in the browser
A real-time strategy game.
Live · Open(opens in a new tab)
Built for how you run
Every organization asks a different question. Which is yours?
Each has its own page: your question, what Omnira closes for you, and how you start.
Enterprises
Can we use any cloud without handing it our data?
See how it helps
Governments
Can citizens’ data stay in the country, even from the vendor?
See how it helps
Hyperscalers
Can we win contracts that demand customer-held keys?
See how it helps
Frontier AI labs
How many places do our model weights rest right now?
See how it helps
How traceless computing works, and every door it closes
How the bill comes down
- A server is no longer tied to its services Any server can run any of your services. Omnira loads whichever one is asked for into memory, in seconds, and the next request can be a different service — so the machines you already have stay busy instead of idle.
- Nothing to install, nothing to clean up No service is installed on a server’s disk, so there are no per-server installs to keep up and nothing left behind when a job ends.
- Machines can come and go When a machine goes down, the next request goes to another one. No one has to step in.
Omnira use cases and benefits
What Traceless Computing does for you.
Eight minutes on what the platform makes possible, then every use case and benefit from the film, in writing.
The film can’t play right now. Try again in a moment.
One click. Any device. No trace.
Who it serves
AI labs
Serve models across many machines. The weights stream into memory and leave with the vault, so there is no copy on any disk to steal.
See how it helpsAI agents
Agents run inside the vault and reach only what you allow. Every step is logged to your storage, out of their reach, so they cannot change the logs or cover their tracks. Built for agents to run safely on any server companies and governments have access to.
Banks and hospitals
Process records without leaving copies behind. Fewer copies means fewer places to breach.
See how it helpsEvery company
The usual ways in are gone: no remote logins, no files left behind. A machine that is lost, stolen, repaired or recycled holds no customer data to leak or wipe.
See how it helpsGovernments
Run public services on machines inside your borders, with the data in storage you control. The United States, the European Union, Saudi Arabia and India are writing data sovereignty into law; asked where the data is stored, the answer is always the same: in your own storage.
See how it helpsCloud providers and data centers
Offer sovereign compute that customers can check, because every machine can prove what it runs.
See how it helpsPartners
Work on a customer’s data without keeping it. Every job leaves a signed record in their storage for auditors to check.
What changes
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Any machine becomes a server
At home, in an office or in the cloud, one hub joins them all on any network. A compute server needs no storage and nothing installed but the vault, so any device with a CPU, a GPU and memory can take on work.
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Idle hardware goes to work
Hardware you already own, much of it sitting idle, takes on jobs. The vault writes nothing to disk, leaves no logs on the machine and stays within the limits you set, so nothing fills a disk or slows a critical job. You buy less from the cloud.
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Always a machine that is up
Laptops close and home machines go offline, so Omnira assumes any machine can fail. Each request goes to a machine that is up; if none can answer, visitors see a clear message instead of a strange error, can try again later or notify the owner.
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Capacity without a reserve
The hub knows its capacity and accepts only what it can serve. An auto-scaler forecasts demand, adds compute servers as it grows and lets idle ones go, and a new one is ready in under a second. No fleet kept idle all year for one spike.
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Spare compute, bought and sold Coming
Spare compute can be bought and sold much like ad space, and a household could earn a share of the AI economy.
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Cooler, with less water
Spread across homes and offices, machines are cooled by open air and draw on the grid that is already there: less water used on site, and no single hotspot.
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Nothing to maintain
Machines are enrolled once. As a service owner, all you need is working code: deploy it, and Omnira manages everything else, so the cost of running your services goes down.
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Far less storage
The disk only has to start the system, so you pay for far less storage. Logs, traces and metrics stream into your own storage as the work happens; there is nothing to collect from machines later.
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Start small, side by side
The same container image runs both ways, so you can move one service at a time, next to what you run today.
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Try it on the Mac you have
All you need is a Linux or Mac machine; two is ideal, one is enough. Test your code, even code written by AI, and launch a service from your Mac. It runs sealed inside the vault, so everything else on the Mac stays safe, and Omnira keeps the laptop awake with the lid closed while it is plugged in and online.
Your own Omnira hub, in four steps
- Send the request.
- Your Omnira is set up for you.
- Evaluate it, at no cost and no commitment.
- If you are happy, take ownership of it on your own servers.
Rent compute, without exposing your IP and data. This is Traceless Computing.
The genesis of traceless computing
It started with a cloud bill and a phone.
Then came three problems: every job had to be installed, logs and files piled up, and privacy was at risk, both ways. Solving them became traceless computing. Traceless computing is invisible computing.
Our mission
To make computing power universally accessible while preserving every person’s and organization’s control over their data and intellectual property.
Founded by Dinanath Gupt: 25+ years building Internet-scale systems, 16 of them at Google.How it started
Questions
What people ask first.
What is traceless computing?
Compute that leaves no trace on the machine that runs it. Your software runs on a machine — yours, a cloud’s or a partner’s — while its code, data and logs stay in storage you own. They stream in encrypted, the job runs in memory, results go back, and on supported, verified paths nothing is written to the machine’s disk. A strict no-disk mode also needs an enforced sandbox, memory-backed scratch, swap and crash dumps off, and logs routed away from the machine; on Linux the file-system isolation is still incomplete.
Does Omnira see my data?
The Omnira Hub handles your code and your service’s traffic in memory while it routes and serves it. Diagnostics you turn on may capture selected content for a bounded time. A hub you run yourself keeps that processing inside infrastructure you control.
Which machines can run it today?
On omnira.dev’s network, phones, laptops and computers already serve live services. On your own Sovereign Omnira hub, Linux servers and VMs join today, in your data center or any cloud account. Ask us about other devices on your own hub.
Is it secure?
Servers keep no job data at rest, so there is far less to steal or seize, and normal work needs no inbound internet port: each machine connects out to your hub. Data in use stays, since a job needs its data in memory while it runs; the machine’s operating system and its administrator remain trusted for it. The scorecard shows every element, today and with Omnira.
What does it cost?
Creating an account is free and needs no card. The plans and their prices are under Membership on omnira.dev.
Is it ready for production?
Omnira is a beta product. Start with a pilot on machines you already own or have access to.
Try it on a device you already have.
Create your account in about two minutes — free, no card needed.
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