Senior Foundation Models Engineer for Multi-Omics Biology

prima mente • United Kingdom
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AI Summary

Design, implement, and scale foundational AI models and infrastructure for multi-omics data at massive scale. Lead high-performance ML algorithm development, data pipeline optimization, and experimental design to drive breakthroughs in biology and medicine. Requires deep expertise in distributed computing, ML frameworks, and low-level optimization techniques.

Key Highlights
Frontier biology AI lab tackling brain diseases and enhancement
Building general-purpose biological foundation models with multi-omics data
Scaling ML algorithms and data pipelines for 2T+ tokens and 7B+ parameter models
Onsite location in San Francisco or London with visa sponsorship support
Key Responsibilities
Implement high-performance ML algorithms optimised for massive-scale, ensuring reliability, efficiency, and scalability
Design, develop, and maintain robust experimentation pipelines enabling rapid iteration, precise evaluations, and reproducible research outcomes
Refactor and scale prototype research code into clean, maintainable, and performant repositories suitable for production-grade deployments
Create high-speed data processing workflows capable of efficiently handling large-scale datasets to accelerate experimentation and model development
Experimental design, prioritising high impact experiments with the highest signal:noise ratio
Technical Skills Required
PyTorch JAX TensorFlow quantization (8bit or lower) JIT compilation XLA/Mosaic/Triton/CUDA GPU/TPU/HPU hardware optimisation QLora QDora finetuning optimization large-scale data processing above 2T tokens
Benefits & Perks
visa sponsorship available
relocation assistance offered

Job Description


About Prima Mente

Prima Mente is a frontier biology AI lab. We generate our own data in our own lab, build general-purpose biological foundation models, and translate discoveries into research and clinical outcomes, in clinical studies we run. Our first goal is to tackle the brain: to deeply understand it, protect it from neurological disease, and enhance it in health. Our team of AI researchers, experimentalists, clinicians, and operators is based in London, San Francisco, and UAE.

Role focus - Foundation Models for Biology

You will play a pivotal role in designing, implementing, and scaling foundational AI models and infrastructure for multi-omics at massive scale. Your work will directly drive breakthroughs in scientific understanding and contribute to transformative applications in medicine and biology.

Key Tasks:

  • Implement high-performance ML algorithms optimised for massive-scale, ensuring reliability, efficiency, and scalability.
  • Design, develop, and maintain robust experimentation pipelines enabling rapid iteration, precise evaluations, and reproducible research outcomes
  • Refactor and scale prototype research code into clean, maintainable, and performant repositories suitable for production-grade deployments.
  • Create high-speed data processing workflows capable of efficiently handling large-scale datasets to accelerate experimentation and model development.
  • Experimental design, prioritising high impact experiments with the highest signal:noise ratio.

Expected Growth

In 1 month you will be responsible for running initial experiments with state-of-the-art machine learning models, reviewing and implementing cutting-edge research papers, and optimizing existing code for efficiency and accuracy.

In 3 months you will directly own and have created a prototype model architecture, demonstrated significant algorithmic improvements, and contributed to scaling methods for large-scale data ingestion and training.

In 6 months, you’ll have heavily contributed to the implementation of a high-performance version of a foundation model with key algorithmic optimizations that boost scalability and throughput, and published internal benchmarks demonstrating significant impact.

Who You Are

You want to redefine what’s possible at the frontier of AI and biology.

We don’t expect you to check every box. Strong applicants often have depth in some of these and interest in growing others.

Ideal Experience

  • Deep understanding of state-of-the-art machine learning methodologies and proven experience in translating them into practical solutions.
  • Solid foundation in distributed computing principles, parallel processing, and algorithmic efficiency.
  • Experience optimizing ML algorithms for performance, memory efficiency, and compute resource utilization.
  • Deep expertise in modern ML frameworks and tools (e.g., PyTorch, JAX, TensorFlow)
  • Familiarity with state-of-the-art training, optimizing, and deploying large-scale models (7B+ parameters) and inference workflows.
  • Skilled in designing and implementing scalable data pipelines capable of rapid ingestion, transformation, and processing.
  • Skilled in clearly articulating complex ideas, effectively communicating why particular approaches succeed or fail, and providing insightful critical analyses.
  • Low level algorithm optimisation
    • quantization (8bit or lower)
    • JIT compilation
    • XLA/Mosaic/Triton/CUDA
  • Hardware optimisation (GPU/TPU/HPU)
  • Finetuning Optimization (QLora, QDora)
  • Large scale data above 2T tokens

Location

Based onsite in San Francisco, US or London, UK. We support O1 (US) and GTV (UK) visa applications.

Culture Insight

Prima Mente is a place where great people get to tackle great challenges together. We’re innately curious, fundamentally hands on and passionate about excellence.

Together we build an environment where outstanding communication, scientific rigour and creative innovation come together to effect impact at pace.

Come build the world's frontier AI biology lab with us.

We arrange our lives so we can work in person as much as possible.


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