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MeshStack · Connect AI

Connect AI across the devices you trust.

What MeshStack does
Connects authenticated devices and compute into a distributed private AI mesh.

Your AI. Your Data. Your Rules.™

Notify MeSee platform previewsPlatform guide
  • ThoxOSRun AI
  • MeshStackConnect AI
  • ThoxWorkWork with AI · Coming Soon

Explore the platform previews below. Installation and connection support are confirmed separately for each client and release.

Capture of an existing MeshStack desktop build running on Windows, showing a chat surface, a side rail for mesh and routing views, and status cards.
An existing MeshStack desktop build on Windows. About this capture

Privacy contract

Four privacy commitments.

These apply to private and local routes. Optional hosted processing is a separate route with its own disclosure and consent. Read the full privacy model.

Plaintext stays on your devices

For private and local routes, prompts and results stay on devices you own.

The coordinator is not in the payload path

The coordinator does not receive model weights or private inference payloads from the private peer path.

Peers are authenticated

Requests and responses between mesh peers are authenticated before any work is accepted.

No cloud inference required

MeshStack can operate over private local and mesh networking without requiring cloud inference.

How it works

Authorize, discover, delegate, review.

Signing in, being allowed to use a resource, and having a healthy route to it are three different facts. Step through the flow and switch each check to see how they combine.

Step 01 of 4

Authorize

Sign in and enroll a device in your mesh. Membership shows the device belongs to your account. It does not, on its own, grant access to anything another device offers.

Three separate checks

Route preference

Explanatory preview · not live data
Preferred route

Work goes to an enrolled peer that permits the capability, over an authenticated connection you own.

Diagram of the selected route between this device, a private mesh peer and an optional configured remote targetThis deviceMesh peerConfigured remoteNo automatic cloud fallback
Delegation waits because there is no healthy route to the peer yet. The work stays on this device or waits. There is no automatic cloud fallback.

Optional hosted processing is a separate route with its own disclosure and consent. Read the pairing guide and the privacy model.

Platform previews

One mesh, five platform interfaces.

Explore screenshots and recorded walkthroughs of the interactive reference interfaces. They demonstrate identity and pairing flows with illustrative data—not released native apps or a live mesh. Features and public availability vary by platform and release.

Recorded reference preview
Annotated iOS MeshStack reference interface showing the identity screen. Illustrative state, no live devices connected.
Actual screen recording of the interactive iOS reference interface—not a recording of a released native app. Identity → Pair → Identity. Example status labels and throughput were normalized for this capture; no device was paired and no AI request was made.
Read the walkthrough transcript

The identity screen introduces device identity. Selecting Pair opens the example pairing screen, with a sample code and setup controls. Selecting Identity returns to the starting screen. This is an annotated reference preview with illustrative data, not a live mesh connection or proof of platform availability. The recording has no audio.

iOS

iPhone

Native app preview

  • Shows the identity, pairing and device review flows the native app is built around.
  • Public availability and validated capabilities are listed separately in the platform guide.
  • A reference preview does not establish native tunnel support on a device.
Try the private-route previewiOS platform notes

Switch between the screenshot and screen recording, then use the player controls to watch. Neither the recording nor the route preview signs in, connects a device, or runs AI.

THOX.aiSingle capture · pan and zoom

MeshStack™ desktop capture

One still capture of an existing MeshStack desktop build (v1.3.14) running on Windows: the chat surface, the Mesh, Node, Routing and Memory rail, status cards, and the private-route selector on the composer. The clip slowly pans and zooms across that single capture. It is not a recording of someone using the app, and it is not proof of a current release.

MeshStack v1.3.14 desktop build on Windows. No audio. Use the player controls to start, pause or go full screen.

Specialized editions

Each edition has one job, and a clear limit.

Every edition joins the same account and mesh. The status shown is the current stage, not a release date.

  • In development · preview testing

    Native apps for iPhone, iPad and Mac

    Local and private AI, device management, authenticated peer inference and ambient status surfaces across Apple devices.

    Limit: Preview features remain subject to native-device and release validation.

  • Companion · preview

    Apple Watch companion

    A glanceable companion for mesh status, job progress and approval attention, with supported private AI relay through the paired iPhone.

    Limit: Not an independent compute node. Widgets and ambient status surfaces use metadata; command execution stays in the authorized app flow.

  • Onboarding · preview

    THOX Instant App Clip

    A light setup entry for new devices that gets you to the right next step quickly.

    Limit: Not the full runtime. A public web chooser is the fallback where the App Clip is unavailable.

  • Account and membership

    Web control plane

    Manage your account, mesh membership and enrolled devices from a browser.

    Limit: Account management is separate from inference: private workloads run on authorized endpoints, not in the control plane.

  • Verified per capability

    Desktop and client variants

    Desktop clients join the same mesh and account as your other devices.

    Limit: Client install, tunnel, peer connection and workload route are separate checks, confirmed for your exact build.

  • Device-facing integration

    MeshStack in ThoxOS

    ThoxOS devices can offer authorized endpoints to your mesh where supported. ThoxBeam is the runtime inside ThoxOS that ThoxKey uses on compatible host compute.

    Limit: Availability depends on the device and release.

Check what your exact client and release support in the platform guide.

THOX devices

Four devices, four roles in your mesh.

MeshStack also connects devices you already own. These are the roles THOX devices are designed to take. Roles describe intended integration, not specifications or availability.

Coming soon

Run AI. Connect AI. Next, work with AI.

ThoxWork

Coming Soon

Work with AI. ThoxWork is the upcoming daily platform for supervised work, alongside ThoxOS, which runs AI, and MeshStack, which connects it.

No release date is announced. Learn about ThoxOS.

Broader roadmap

ThoxNova

Roadmap context only. ThoxNova is not part of the current four-device campaign, and no rewards, dates or specifications are offered for it.

Campaign and existing memberships

Following an earlier membership link? Use the current campaign entry for campaign updates. Existing members can review their plan in their account; this page does not create a purchase or change a subscription.

Notify MeManage membership (sign-in required)

Apps

Same mesh. Four apps.

Install on any device you already own. We’ll email you when each store listing goes live.

Coming soon

iOS

iPhone & iPad

Coming soon

Android

Phones & tablets

Coming soon

macOS

Mac laptops & desktops

Coming soon

Windows

Windows 11 desktops

Performance disclosure

This page publishes no performance figures. Results depend on your devices, models, and routes. Any throughput or count shown in a reference preview is illustrative, not a measurement.

Waitlist

Keep up with MeshStack.

Choose your platform for MeshStack availability updates. Installation and connection capabilities are confirmed separately for each client and release.

See the platform guide for current requirements and the privacy policy for how signup information is handled. The form below does not enroll a device or create a subscription.

Platforms you’d use

We only use your email for MeshStack updates. You can unsubscribe at any time.

FAQ

MeshStack questions.

MeshStack connects authenticated devices and compute into a distributed private AI mesh. In the THOX software family, ThoxOS runs AI, MeshStack connects AI, and ThoxWork, for working with AI, is coming soon.

Read the platform guide or visit the Support Center. Include your platform, app version, and connection status when asking for help; keep private keys and credentials out of support messages.

Proprietary technology

MeshStack™ is proprietary technology of THOX.ai LLC.

MeshStack™ — including the inference-fabric architecture, the role taxonomy (Origin · Lead Device · Inference Node · Anchor), the Coordinator-without-plaintext design, and the underlying peer-discovery and key-distribution protocols — is proprietary technology of THOX.ai LLC, protected by trade secrets and intellectual property laws.

You may not reverse engineer, disassemble, decompile, decode, or otherwise attempt to derive the source code, algorithms, data structures, or underlying ideas of any MeshStack™ software, firmware, or service, except as expressly permitted by the MeshStack End-User License Agreement.

THOX.ai™, ThoxOS™, MagStack™, and MeshStack™ are trademarks of THOX.ai LLC. WireGuard® is a registered trademark of Jason A. Donenfeld; MeshStack is built on the WireGuard® protocol but is an independent THOX.ai product. All other trademarks are the property of their respective owners.

MeshStack End-User License AgreementIP portfolio overviewPrivacy contract