HIM
Hybrid Infrastructure Mesh
Composable Compute for Any Device
Last updated: February 2026
HIM is a software abstraction layer designed to bring compute sharing capability to GPUs and consumer devices alike, creating one unified compute network. Where traditional solutions aggregate data center GPUs, HIM extends to any compute source: enterprise servers, edge devices, even opted-in consumer hardware, all working together as a single mesh.
Available as a license for local compute networks or as a bespoke custom deployment.
The Compute Problem Goes Deeper Than Supply
The GPU shortage is real, but the deeper problem is utilization. Most enterprise servers run at 12–18% capacity. Millions of machines sit completely idle. The compute already exists. It just isn't connected.
10–30%
Utilization of self-operated infrastructure
6–12 months
Time to add new GPU capacity
50–100% YoY
Growth in internal AI workloads
$10B+ annually
Capital locked in idle compute
Traditional solutions address this by building more data centers or aggregating existing GPU capacity. HIM takes a fundamentally different approach: a software abstraction that turns any compute source into part of one shared, composable network. Not just data center GPUs, but enterprise servers, edge nodes, and opted-in consumer hardware.
One Mesh, Every Compute Source
HIM doesn't discriminate between compute types. Its software abstraction layer normalizes heterogeneous hardware into a unified resource pool.
Sovereign Data Centers
High-reliability nodes with guaranteed uptime and data sovereignty compliance. These form the backbone of the mesh, providing consistent compute for critical workloads.
Enterprise Infrastructure
Dedicated corporate compute resources that sit underutilized outside of peak hours. HIM reclaims this idle capacity without disrupting primary business operations.
Edge Nodes
Opted-in consumer devices like laptops, workstations, and gaming hardware, contributing idle capacity to the mesh. Lightweight agent software manages resource allocation automatically.
Industrial Hardware
Factory and manufacturing compute that runs production workloads during business hours and contributes to the mesh during off-peak periods.
Regional Server Clusters
Geographic presence for low-latency access. Regional clusters ensure workloads execute close to where they are needed, reducing round-trip time for latency-sensitive tasks.
Colocation & Hosted Infrastructure
Third-party hosted servers and colocation facilities. HIM integrates with existing hosted environments, bringing managed infrastructure into the composable mesh.
Built for Reliability
A mesh of heterogeneous hardware needs reliability engineered at every layer. HIM is designed to keep workloads running even when individual nodes are not.
Self-Healing Topology
When nodes go offline, workloads reroute automatically. The mesh continuously monitors node health and redistributes tasks without manual intervention or downtime.
Deterministic Networking
Predictable performance despite variable hardware. HIM normalizes throughput and latency across different device types so workloads get consistent execution regardless of where they run.
Heterogeneous Integration
Unifies resources from different vendors, architectures, and generations into a single abstraction layer. GPUs, CPUs, and specialized accelerators work as one pool.
Latency-Aware Scheduling
Workloads are assigned to nodes based on proximity and current load, not just availability. Latency-sensitive tasks route to the nearest capable node automatically.
Designed for Real Workloads
HIM is built for scenarios where traditional compute provisioning creates bottlenecks, cost overruns, or single points of failure.
AI Model Training
Aggregate distributed compute for large training runs. HIM assembles capacity from across the mesh, allowing organizations to train models without dedicated GPU clusters.
Inference at Scale
Distribute inference workloads across the mesh for throughput and redundancy. When demand spikes, HIM scales across available nodes rather than queuing requests.
Burst Compute
Scale beyond owned infrastructure for peak demand without long-term commitments. The mesh expands and contracts based on workload requirements.
Resilient Operations
Geographic redundancy without dedicated standby hardware. If a region goes offline, the mesh redistributes workloads across remaining nodes automatically.
Common Questions
HIM Is Available as a Custom Deployment
HIM is currently deployed bespoke to organizations that require it. Contact us to discuss how composable compute could work for your infrastructure.