ThoxMicroV

ThoxMicroV: The Toolkit for Optimized Edge AI Microvisors

ThoxMicroV is a toolkit that runs ThoxOS, our custom Linux operating system that demonstrates the full capabilities of Intel platforms and NVIDIA platforms for Edge AI workloads. It incorporates Intel-developed Linux patches that have not yet been upstreamed, NVIDIA’s Linux packages and frameworks for AI and quantum computing, and our kernel optimizations — streamlining integration for development partners, cloud-to-edge migrators, and operating system vendors and technology partners.

ThoxMicroV combines a custom Linux operating system, hardware-specific platform optimizations, secure microvisor management, and a governed web dashboard. It is built for development partners, cloud-to-edge migrators, operating system vendors, technology partners, and organizations deploying local-first AI infrastructure.

Layered Architecture

  1. L1THOX.ai Web App
  2. L2ThoxMicroV Control Plane
  3. L3Secure Agent Relay
  4. L4ThoxOS Custom Linux Operating System
  5. L5Intel Edge Platforms / NVIDIA Jetson Platforms
  6. L6Local AI Workloads / Containers / Models / Frameworks / Quantum & Advanced Compute Tooling

What Is ThoxMicroV?

ThoxMicroV is a toolkit and management platform that runs ThoxOS, THOX.ai’s custom Linux operating system for Edge AI workloads. ThoxOS is designed to demonstrate the full capabilities of Intel and NVIDIA platforms by combining platform-specific Linux enablement, NVIDIA Linux packages and frameworks, Intel-developed Linux patches that have not yet been upstreamed, and THOX.ai kernel optimizations. Together, ThoxMicroV and ThoxOS provide a secure, optimized foundation for local AI systems, edge inference, device orchestration, containerized workloads, and controlled terminal access through the THOX.ai web dashboard.

ThoxOS Runtime Toolkit

Run THOX.ai’s custom Linux operating system across Intel and NVIDIA edge AI platforms with hardware-aware optimization paths.

Platform Optimization Layer

Incorporate Intel-developed Linux patches, NVIDIA Linux packages, AI frameworks, and THOX.ai kernel optimizations to enhance edge workload performance.

Secure Microvisor Management

Register devices, grant user access, monitor runtime status, and open permission-gated browser terminals from a governed dashboard.

Partner Integration Toolkit

Streamline development for cloud-to-edge migrators, operating system vendors, hardware partners, and enterprise AI teams.

Built for the New Edge AI Operating Model

AI workloads are moving from centralized clouds into private offices, labs, factories, hospitals, research environments, field devices, and embedded systems. These systems need more than a generic operating system. They need optimized Linux foundations, hardware-specific enablement, local AI runtime support, secure management, and governed operational access. ThoxMicroV provides the toolkit and control plane for this transition. It helps teams deploy optimized ThoxOS microvisors, operate Intel and NVIDIA Jetson systems, and manage local AI workloads through a secure web interface.

Problem

Edge AI deployments are complex because teams must manage hardware acceleration, Linux kernel behavior, AI frameworks, container runtimes, local models, security, and distributed device access.

Solution

ThoxMicroV combines ThoxOS, hardware-aware Linux optimizations, secure device registration, user approval workflows, audit logs, and browser-based terminal access into one operational toolkit.

ThoxOS: A Custom Linux Foundation for Edge AI

ThoxOS is THOX.ai’s custom Linux operating system for local-first AI infrastructure. It is designed to demonstrate and operationalize the capabilities of Intel and NVIDIA platforms for Edge AI workloads. Through ThoxMicroV, ThoxOS can incorporate Intel-developed Linux patches that have not yet been upstreamed, NVIDIA Linux packages and frameworks for AI and advanced computing, and THOX.ai kernel optimizations. These enhancements are intended to improve performance, streamline integration, and unlock platform-specific capabilities for development partners and technology teams.

Intel Platform Enhancements

ThoxOS is designed to support Intel silicon through optimized Linux enablement, edge AI runtime readiness, and integration paths for local inference and accelerated compute.

NVIDIA Platform Enhancements

ThoxOS supports NVIDIA Jetson-class systems through NVIDIA Linux packages, Jetson-ready frameworks, GPU acceleration paths, and AI workload integration patterns.

THOX.ai Kernel Optimizations

THOX.ai kernel optimizations help tune the operating system for local AI workloads, edge runtime behavior, containerized services, and microvisor-level operations.

Partner Integration

ThoxMicroV streamlines integration for development partners, cloud-to-edge migrators, operating system vendors, and technology partners building on Intel and NVIDIA platforms.

Two Hardware Paths. One ThoxMicroV Toolkit.

ThoxMicroV supports ThoxOS variants for Intel edge systems and NVIDIA Jetson devices. Both variants connect to the same management plane while preserving hardware-specific runtime behavior, acceleration paths, Linux packages, and optimization profiles.

Intel ThoxOS Variant

Designed for x86_64 edge systems, local AI workstations, private inference appliances, and enterprise-controlled AI environments. Can incorporate Intel-developed Linux patches that have not yet been upstreamed, along with THOX.ai kernel optimizations.

NVIDIA Jetson ThoxOS Variant

Designed for ARM64 edge AI systems that require GPU-accelerated inference, robotics, computer vision, embedded AI, field-deployed AI workloads, and advanced computing frameworks. Supports NVIDIA Linux packages and Jetson-ready runtime pathways.

Streamlined Integration for Edge AI Partners

ThoxMicroV is built for teams that need a faster path from platform capability to working Edge AI deployment. It gives partners a toolkit for running ThoxOS, validating hardware-specific performance, deploying local AI workloads, and managing devices through a secure web dashboard.

Development Partners

Accelerate integration with an optimized Linux toolkit designed for Intel and NVIDIA Edge AI platforms.

Cloud-to-Edge Migrators

Move AI workloads closer to local data sources while preserving secure management, audit visibility, and operational control.

Operating System Vendors

Use ThoxMicroV and ThoxOS as a reference environment for evaluating kernel patches, hardware enablement, and edge workload behavior.

Technology Partners

Integrate AI frameworks, local model runtimes, hardware modules, and device management workflows into a unified edge platform.

Terminal Access Without Public SSH Exposure

ThoxMicroV includes a browser-based terminal for approved users with explicit device grants. Terminal sessions are routed through a secure relay model so operators can access authorized ThoxOS microvisors without directly exposing SSH ports to the public internet. Terminal access is a privileged capability. ThoxMicroV is designed to support approval workflows, session auditing, and device-specific permissions.

Terminal access is not enabled for every registered user. Users must be approved and granted terminal access for each device by an administrator.

Visual Flow

  1. 1Approved User
  2. 2THOX.ai Web Dashboard
  3. 3ThoxMicroV API
  4. 4Secure WebSocket Relay
  5. 5ThoxOS Agent
  6. 6Microvisor Terminal

A Command Center for ThoxOS Edge AI Microvisors

Device Inventory

View assigned Intel and NVIDIA Jetson microvisors, device state, platform type, hostname, architecture, and last heartbeat.

Runtime Status

Inspect ThoxOS runtime metadata, container status, agent health, local AI service readiness, and platform profile.

Terminal Access

Open an authorized browser terminal for approved devices when terminal permissions are granted.

Audit Logs

Track authentication events, device access, administrative approvals, grants, terminal activity, and agent lifecycle events.

Admin Console

Approve users, suspend accounts, register devices, and grant or revoke device-specific dashboard and terminal permissions.

Variant Awareness

Differentiate Intel and NVIDIA Jetson devices while managing both through one unified ThoxMicroV dashboard.

Registration Is Only the First Step

ThoxMicroV uses a gated access model. Visitors may register for an account, but dashboard and microvisor access require administrative approval. After approval, users only see devices they have been granted permission to access. Terminal access can be granted separately from dashboard visibility.

  1. STEP 1

    User registers.

  2. STEP 2

    Account enters pending state.

  3. STEP 3

    Admin reviews the request.

  4. STEP 4

    Admin approves, rejects, or suspends the user.

  5. STEP 5

    Admin grants access to specific Intel or NVIDIA Jetson devices.

  6. STEP 6

    User accesses assigned device dashboards.

  7. STEP 7

    Terminal access is enabled only when explicitly granted.

Coordinator never sees plaintext. Keys stay on device.
Works offline on LAN after pairing.
Per-(user, device) terminal grants with viewer / operator / admin tiers.
Supabase Row-Level Security enforced server-side, audited end-to-end.
Dark-mode-first, WCAG AA contrast, keyboard-first navigation.
One Docker Compose stack to run the whole thing locally.

Use Cases

Edge AI Platform Enablement

Demonstrate and operationalize the full capabilities of Intel and NVIDIA platforms for optimized Edge AI workloads.

Cloud-to-Edge Migration

Move AI workloads from centralized cloud environments to local ThoxOS microvisors while preserving governance and operational visibility.

Development Partner Integration

Give partners a toolkit for validating hardware-specific Linux optimizations, AI runtime behavior, and edge deployment patterns.

Operating System Vendor Evaluation

Provide a reference environment for studying Linux patches, kernel optimizations, hardware enablement, and local AI workload performance.

Healthcare Edge AI

Run AI workloads locally in privacy-sensitive clinical environments while maintaining controlled access and audit visibility.

Legal AI Workstations

Operate private AI systems for document review, research, and internal workflows without unnecessary external data transfer.

Industrial Vision AI

Support Jetson-based vision and field inference systems with remote visibility, local acceleration, and controlled terminal access.

Research and Advanced Computing

Support AI, simulation, and quantum-adjacent development environments using optimized Linux foundations and hardware-aware runtime paths.

Security and Governance by Design

Local-First

Designed to keep AI workloads close to the data and reduce unnecessary external data movement.

Least Privilege

Users only access approved devices and capabilities assigned by administrators.

Outbound Agent Model

Microvisors initiate connections to the control plane, reducing the need for inbound device exposure.

Auditable Operations

Authentication, approvals, device grants, terminal actions, and sensitive operational events can be recorded for review.

Device-Specific Access

Access is granted per user and per device, allowing fine-grained operational control.

Terminal Safeguards

Terminal sessions are treated as privileged administrative access and should be restricted to trusted operators.

Partner-Safe Deployment

The platform is designed to support development partners and technology integrators without requiring broad unmanaged access to edge systems.

Frequently Asked Questions

What is ThoxMicroV?

ThoxMicroV is THOX.ai’s toolkit and secure management platform for running ThoxOS microvisors across Intel and NVIDIA Jetson edge AI systems.

What is ThoxOS?

ThoxOS is THOX.ai’s custom Linux operating system for Edge AI workloads. It is designed to demonstrate the capabilities of Intel and NVIDIA platforms through hardware-aware Linux enablement, AI runtime support, and THOX.ai kernel optimizations.

How does ThoxMicroV use Intel platform capabilities?

ThoxMicroV supports Intel ThoxOS variants for x86_64 edge systems and can incorporate Intel-developed Linux patches that have not yet been upstreamed, along with THOX.ai kernel optimizations for Edge AI workloads.

How does ThoxMicroV support NVIDIA Jetson?

ThoxMicroV supports NVIDIA Jetson ThoxOS variants for ARM64 edge AI systems, including Jetson-ready Linux packages, GPU acceleration pathways, and AI framework integration.

Who is ThoxMicroV built for?

Development partners, cloud-to-edge migrators, operating system vendors, technology partners, enterprise AI teams, and organizations deploying secure local-first AI infrastructure.

Is registration automatic?

No. A THOX.ai administrator must approve the account before dashboard access is enabled.

Can every user open a terminal?

No. Terminal access requires explicit device-level permission. A user may be approved for dashboard access without being granted terminal access.

Does ThoxMicroV expose SSH?

No. ThoxMicroV uses a secure relay pattern, not public SSH exposure. Browser terminal access is routed through the authenticated web control plane and authorized ThoxOS device agent.

Is ThoxMicroV cloud-only?

No. The control plane manages devices while AI workloads run locally on ThoxOS microvisors.

Ready to put ThoxMicroV to work?

Explore the toolkit, study the architecture, or self-host the operator console.