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Tensordyne – Fertigung

Develops air-cooled AI inference systems for datacenters, from chip to software integration

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Tensordyne Inc.

Sunnyvale, CA (USA) · Munich (Germany)New on Amplifa

Tensordyne Inc. (USA), Tensordyne GmbHLegal form
2019First foundational patents / start of development
2Locations (Sunnyvale, Munich)
608 PFLOPS dense compute performance perSystem performance

About Tensordyne

Tensordyne develops multimodal generative AI inference systems for datacenters, from a single rack to thousands of racks. The company designs the entire system stack in-house: logarithmic-math-based compute architectures (TDN Math), inference chips such as Scorpio and Napier, compute trays, the Scale-up Interconnect TDN Link, and software integration via PyTorch, Triton and vLLM under Kubernetes. The systems are fully air-cooled and can be deployed in existing datacenters at roughly 30 kW per pod without liquid cooling. Target industries are hyperscalers, Neo Clouds, enterprise on-premise installations, as well as application-layer companies and foundation model builders. The company operates as Tensordyne Inc. (Sunnyvale, California) and Tensordyne GmbH (Munich) with locations in North America and Europe. Chips are manufactured as a fabless company in partnership with Broadcom and TSMC; its own value creation lies in architecture, chip design, system and software development.

Site
Munich
Processes
AI inference systems for datacenters (rack up to thousands of racks), Air-cooled inference hardware (30 kW per pod), Software integration via PyTorch, Triton, vLLM / Kubernetes, Scale-up Interconnect (TDN Link), Support for MoE and agentic models
Materials
Log-Math Architecture, Inference Chips (Scorpio, Napier), Compute Tray, Scale-up Interconnect
Certificates
G2 Certification (IDCA SDS Evaluation)
Industries
Hyperscalers, Neo Clouds, Enterprise On-Prem AI, Application-Layer Companies, Foundation Model Builders
  1. 01

    TDN Math (logarithmic compute architecture)

  2. 02

    Chip design (TDN AIP, fabless with Broadcom/TSMC)

  3. 03

    Compute tray development (TDN ACT)

  4. 04

    Scale-up Interconnect (TDN Link)

  5. 05

    System integration up to rack level

  6. 06

    Software integration (PyTorch, Triton, vLLM, Kubernetes)

  7. 07

    Support and fleet operations

Technologies & Components

TDN Math

Log-Math Architecture

Proprietary logarithmic compute approaches as the foundation for energy-efficient AI inference.

TDN AIP

Inference Chips (Scorpio, Napier)

7nm (Scorpio) or 3nm silicon (Napier), manufactured at TSMC in partnership with Broadcom.

TDN ACT

Compute Tray

System unit for housing the inference chips in a rack assembly.

TDN Link

Scale-up Interconnect

Any-to-any cell-based interconnect for linear scaling and low latency.

Locations

Sunnyvale, CA

US

US head office / Headquarters

Munich

DE

Germany location (1st floor)

System Components

TDN Rack – AI Inference System
TDN Rack – AI Inference SystemSystem integration · Datacenter/Hyperscaler

Inside the production

TDN Hub Interconnect Diagram
TDN Hub Interconnect Diagram

Industries

HyperscalersNeo CloudsEnterprise On-Prem AIApplication-Layer CompaniesFoundation Model Builders

Additional services

AI inference systems for datacenters (rack up to thousands of racks)Air-cooled inference hardware (30 kW per pod)Software integration via PyTorch, Triton, vLLM / KubernetesScale-up Interconnect (TDN Link)Support for MoE and agentic models

Quality & Certification

In 2025, Tensordyne was awarded the G2 certification level by the International Data Center Authority (IDCA) upon completion of the SDS evaluation process. This confirms the system design, deployment discipline and service quality of the enterprise AI platform at datacenter scale.

EvidenceSunnyvale, CAMunich
G2 Certification (IDCA SDS Evaluation)

Company History

  1. 2019

    First five foundational patents for Log-Math architectures filed; design of Scorpio (Gen-1 chip) begins

  2. 2021

    Tape-out of Scorpio at Broadcom; functional 7nm silicon received from TSMC

  3. 2022

    Functional Scorpio samples delivered to first validation customers

  4. 2023

    Development of the Gen-2 architecture; focus on Transformer models and generative AI

  5. 2024

    Strategic pivot to datacenter scale (Napier); technology partnership with Juniper Networks

  6. 2025

    Optimization for MoE and agentic workloads; G2 certification by IDCA (September)

  7. 2026

    3nm Napier chip tape-out (Broadcom/TSMC); transition to high-volume manufacturing at TSMC

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