dstack: Heterogeneous AI Orchestration with Native Tenstorrent Galaxy Support
Open orchestration control plane with dated Galaxy Wormhole + Blackhole docs — complements Moreh serving.
Native TT Galaxy (Wormhole + Blackhole) fleet orchestration — SkyPilot-class peer with stronger public TT docs.
Key Facts
- Tier A Partner — COD-adjacent fleet orchestration with public Galaxy docs.
- Explicit TT resource types: Galaxy Wormhole (tt-galaxy-wh), Blackhole (tt-galaxy-bh), QuietBox/LoudBox PCIe.
- Docs show gpt-oss-120b service example on Galaxy via Tenstorrent Inference Server.
- Blackhole support added in dstack 0.20.22 release notes (2026).
- Diligence vs SkyPilot: pick one primary fleet orchestrator SOW — avoid duplicate control planes.
What dstack actually does
dstack is an open-source + commercial orchestration stack for AI infrastructure: fleets, dev environments, tasks, services, volumes, and gateways across GPU clouds, Kubernetes, and on-prem. Public docs claim first-class NVIDIA, AMD, Google TPU, and Tenstorrent support — including Galaxy Wormhole/Blackhole via SSH fleets and Tenstorrent Inference Server examples.
AGICY partner posture
Partner for campus + overflow scheduling with unusually honest TT first-class accel documentation (tt-galaxy-wh / tt-galaxy-bh). Complements Moreh (serving kernels) and SkyPilot (multi-cloud pattern) — evaluate SOW for Galaxy COD ops without inventing a greenfield control plane. Risk: OSS-first commercial differentiation; marketplace (dstack Sky) capacity adjacency; validate production SLA vs marketing docs.
What they are NOT
Not a TT vLLM/MoAI kernel house; not CapEx; not Copperway PII/€/M commercial path; not a substitute for SRA offtake.
Latest news angles (2025–2026)
| When | Signal | Source |
|---|---|---|
| 2026 | dstack — Tenstorrent accelerators (Wormhole, Blackhole, Galaxy) | dstack docs |
| 2026 | dstack 0.20.22 — Tenstorrent Blackhole support | GitHub |
| 2026 | dstack product home — heterogeneous AI orchestration | dstack |
FAQ
Does dstack replace Moreh?
No. Moreh optimizes production vLLM/MoAI serving on Galaxy; dstack schedules fleets and services across accelerators. They stack — kernels vs control plane.
Why Partner over Watch?
Unlike most orchestration peers, dstack publishes dated Galaxy Wormhole/Blackhole resource specs and Inference Server examples — TT relevance is documented, not only claimed.
CapEx peer?
No. Orchestration software on AGICY-owned CapEx. Do not put license fees inside CapEx LOCK without contingency.
Related intelligence
Official & primary sources
- dstack.ai
- Tenstorrent accelerator docs
- GitHub — dstackai/dstack
- dstack docs: dstack — Tenstorrent accelerators (Wormhole, Blackhole, Galaxy)
- GitHub: dstack 0.20.22 — Tenstorrent Blackhole support
- dstack: dstack product home — heterogeneous AI orchestration
- AGICY shortlist posture — Partner Shortlist Moreh-class (internal research archive).
Explore the Stack Partners category
Moreh-class serving, tenancy, assurance, and orchestration examinations for AGICY's Cyprus Galaxy campus — separate from CapEx campus peers.
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