What is AI Streams?
AI Streams is a GPU cluster monitoring and management platform built on the same Streams infrastructure as Hash Streams. Where Hash Streams is designed around ASIC miners, AI Streams is purpose-built for GPU nodes: it monitors cluster health, manages workload scheduling, optimizes power draw, and provides usage analytics for AI/ML training runs, inference deployments, rendering farms, and GPU mining operations. Both products share the same agent architecture, the same data pipeline, and the same platform account. If you run both ASIC miners and GPU clusters you manage them from a single dashboard.Key features
Cluster monitoring
Live visibility into GPU utilization, VRAM usage, temperature, power draw, fan speed, and NVLink / PCIe health for every node in your cluster. Dashboard refreshes on the same 50-second polling cycle as Hash Streams.
Workload management
Track active jobs, queued workloads, and job history. Associate resource consumption with specific training runs or inference deployments for accurate cost attribution.
Power optimization
Apply power limits per GPU or per node based on grid conditions. Integrates with the same curtailment signal pipeline as Hash Streams — a single demand response event can curtail both your ASIC miners and your GPU cluster simultaneously.
Node scaling
Monitor cluster capacity and track node availability over time. Flag nodes that are offline, degraded, or suspended, and view uptime trends for capacity planning.
Job queue
View the current job queue, identify bottlenecks, and see throughput metrics per GPU model or node. Useful for identifying underutilized hardware.
Usage analytics
Per-node and per-GPU usage reports with energy consumption, average utilization, and cost attribution. Export data for billing or infrastructure planning.
Use cases
AI/ML training
AI/ML training
Monitor long-running training jobs across multi-GPU and multi-node setups. Track GPU utilization, VRAM headroom, and power draw in real time. Set up event rules to alert you if a training job stalls or a GPU goes offline mid-run.
Inference deployment
Inference deployment
Track GPU utilization and latency for inference workloads. Identify nodes that are overloaded or underutilized and rebalance accordingly.
Rendering farms
Rendering farms
Monitor GPU utilization across render farm nodes. Track job completion times and hardware health to minimize render farm downtime.
GPU mining
GPU mining
Use AI Streams to monitor GPU-based mining rigs the same way Hash Streams monitors ASIC fleets — with live hashrate, temperature, power draw, and automated curtailment when power prices spike.
How AI Streams relates to Hash Streams
Both products are part of the Dune Digital Streams platform:| Hash Streams | AI Streams | |
|---|---|---|
| Compute type | ASIC miners (SHA-256, Scrypt, etc.) | GPU nodes (NVIDIA, AMD) |
| Primary use | Bitcoin / altcoin mining operations | AI/ML, rendering, GPU mining |
| Agent | Same binary, configured for ASIC scanning | Same binary, configured for GPU/CUDA discovery |
| Curtailment | Stops or throttles ASICs | Throttles GPU power limits or pauses jobs |
| Dashboard | Mining control, PDU control, earnings | Cluster monitor, job queue, usage analytics |
| Pricing | Pay As You Go or Business | Pay As You Go or Business |
Getting started with AI Streams
The setup process mirrors Hash Streams:Create a site (or reuse an existing one)
AI Streams sites work the same as Hash Streams sites. If your GPU cluster is co-located with your ASIC miners, you can use the same site and deploy a second agent configured for GPU discovery.
Download and install the agent
Download the agent from Infrastructure → Agents → Download agent in your dashboard. The same agent binary supports both ASIC and GPU monitoring — the mode is configured through the agent’s network segment settings.
Register the agent
Generate a registration token from Infrastructure → Agents, same as Hash Streams. The token binds the agent to your organization and site.
Pricing
AI Streams uses the same usage-based pricing as Hash Streams — you pay for the telemetry data your agent uploads.| Plan | Base price | Data rate |
|---|---|---|
| Pay As You Go | $0 / month | $0.018 / MB |
| Business | $149 / month | $0.015 / MB |
AI Streams is currently in active development. Some features listed here may be in preview. Contact sales for early access or to discuss enterprise deployments.