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Graphcore Tech Stack

AI accelerator silicon and software stack for datacenter inference and training

Semiconductor Manufacturing Bristol, Bristol 201–500 employees Founded 2016 Privately Held

Graphcore designs custom silicon and software for AI workloads, operating as a vertically integrated semiconductor house under SoftBank ownership. The tech stack—PyTorch, JAX, TensorFlow paired with PCIe Gen 6, 800G Ethernet, and high-performance interconnect fabrics (NCCL, MPI, libfabric)—reflects a company building end-to-end compute from chip through datacenter orchestration. Active hiring in validation and firmware engineering, combined with heavy project focus on silicon bringup and post-silicon characterization, signals they are scaling manufacturing readiness while optimizing kernel efficiency on their hardware.

Tech Stack 167 technologies

Core StackPython Linux Kubernetes Go C++ PyTorch TensorFlow Make GitHub Actions GitLab CI/CD JTAG Oscilloscope Bash Git Ray I2C PCIe Gen 6 Triton Jax C Boost.Test Google Test CMake libibverbs libfabric NCCL MPI Tessent TSMC GDSII+126 more
Adopting800G Ethernet Ceph Lustre GPFS WEKA OpenBMC

What Graphcore Is Building

Challenges

  • Improving test infrastructure
  • Detecting hardware defects
  • Ensuring silicon reliability before production
  • Improving coverage
  • Scaling ai models to thousands of accelerators
  • Improving yield
  • Optimizing validation efficiency
  • Ensuring supply continuity
  • Improving power reliability and efficiency
  • High-quality product delivery

Active Projects

  • Silicon validation tests
  • Optimising kernels for efficiency on hardware
  • Reference applications
  • Post-silicon validation
  • Prototype bring-up and validation
  • Zephyr-based firmware for hyperscale server and rack management platforms
  • Automated test framework development
  • Bring-up and characterisation of silicon devices
  • Silicon bringup sequences
  • Post-silicon characterisation of advanced socs

Hiring Activity

Steady210 roles · 80 in 30d

Department

Engineering
163
Ops
14
Manufacturing
9
Security
5
Design
2
Finance
2
HR
2
Operations
2

Seniority

Senior
64
Mid
31
Principal
28
Staff
27
Junior
19
Intern
12
Manager
11
Director
7

Notable leadership hires: AI SoC Validation Lead, Hardware Validation Lead

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About Graphcore

Graphcore develops AI accelerator processors and the complete software stack required to deploy them at scale. The company was founded in 2016 and is headquartered in Bristol, United Kingdom, with backing from SoftBank Group. They operate across five countries (United Kingdom, Poland, India, Taiwan, United States), with engineering-heavy headcount concentrated on silicon validation, kernel optimization, and firmware development. The product spans silicon design through hyperscale server platform management and reference applications, positioning them to serve datacenter operators deploying large-scale AI inference and training workloads.

HeadquartersBristol, Bristol
Company Size201–500 employees
Founded2016
Hiring MarketsUnited Kingdom, Poland, India, Taiwan, United States

Frequently Asked Questions

What is Graphcore's tech stack?

Graphcore uses PyTorch, JAX, TensorFlow, Kubernetes, Ray, and custom hardware interfaces (PCIe Gen 6, 800G Ethernet). They're adopting distributed storage (Ceph, Lustre, GPFS, WEKA) and OpenBMC for system management.

What is Graphcore working on?

Primary focus is silicon validation and bringup: post-silicon characterization, automated test frameworks, hardware defect detection, and yield optimization. Secondary track is kernel efficiency tuning and Zephyr-based firmware for hyperscale server management.

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