Moreh: Optimized vLLM & MoAI on Tenstorrent Galaxy — AGICY Stack Partner Examination
Closest public MoAI / vLLM-on-Galaxy candidate for production serving — partner posture, not CapEx peer.
Primary TT serving / MoAI candidate — production MoE on Galaxy without reinventing kernels.
Key Facts
- Tier A Partner — COD-critical serving stack shortlist.
- Silicon focus: AMD Instinct + Tenstorrent Galaxy (highest TT relevance).
- Products: Moreh vLLM (AMD/TT), MoAI Inference / Fabric / Gateway; optional TT cluster SI.
- Public TT joint-development narrative (vendor claim) — diligence, not endorsement.
- AGICY CapEx LOCK €462.2M remains campus CapEx; Moreh is software/SI margin on someone else’s silicon.
What Moreh actually does
Moreh builds optimized vLLM for AMD Instinct and Tenstorrent Galaxy, plus MoAI Inference Framework, MoAI Fabric (cross-vendor KV routing), and an optional TT cluster SI offer. Public claims include production-ready LLM inference on Galaxy and AMD Advancing AI 2026 showcases.
AGICY partner posture
AGICY treats Moreh as a stack / SI counterparty for Phase 1 Galaxy serving at FID→COD — Adopt > invent. Do not underwrite CapEx against Moreh AMD MI300X DeepSeek benches; those are not AGICY measured tok/s or Z2 Unit Economics. License fees stay outside CapEx LOCK unless contingency-approved. See the Moreh vs AGICY examination for the business-boundary map.
What they are NOT
Not a Cyprus sovereignty campus; not an SRA issuer; not a substitute for Copperway’s PII vault / €/M commercial path; AMD benches ≠ Galaxy capacity.
Latest news angles (2025–2026)
| When | Signal | Source |
|---|---|---|
| 2026-05 | Moreh demonstrates production-ready LLM inference on Tenstorrent Galaxy | PR Newswire |
| 2026 | Moreh showcases high-performance LLM inference on AMD GPUs at Advancing AI 2026 | PR Newswire |
| 2025-11 | Moreh and Tenstorrent unveil scalable AI data-center solution at SC25 | PR Newswire |
FAQ
Is Moreh a CapEx competitor to AGICY?
No. Moreh is a software and optional cluster SI vendor. AGICY issues campus CapEx, SRA/lease offtake, and Copperway commercial paths. Overlap is on non-NVIDIA serving — different balance-sheet jobs.
Can AGICY use Moreh AMD MI300X numbers for Galaxy pricing?
No. AMD Instinct benches are not transferable to Tenstorrent Galaxy tok/s or Z2 pricing. Treat vendor claims as diligence inputs only.
What would a Partner SOW cover?
Production vLLM-shaped serving on Galaxy, MoE kernels, optional MoAI cluster scale — not land, power, or CapEx LOCK substitution.
Related intelligence
Official & primary sources
- moreh.io
- Moreh vLLM for Tenstorrent
- Moreh TT cluster solutions
- PR Newswire: Moreh demonstrates production-ready LLM inference on Tenstorrent Galaxy
- PR Newswire: Moreh showcases high-performance LLM inference on AMD GPUs at Advancing AI 2026
- PR Newswire: Moreh and Tenstorrent unveil scalable AI data-center solution at SC25
- 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.
View all Stack Partners