Research Engineer / Scientist: Interpretability, Theory, & Analysis Job at Enigma, Stanford, CA

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  • Enigma
  • Stanford, CA

Job Description

The theory/analysis team at Enigma is seeking Research Engineers & Research Scientists specializing in mechanistic interpretability to develop and deploy scalable methods & pipelines for interpreting mechanisms, representations, and circuits within our brain foundation models. The role presents a unique opportunity to fuse mechanistic interpretability with neuroscience, uncovering principles of natural intelligence.

The Enigma Project ( is a Stanford-based non-profit research organization, launched in August 2024 with $30M in funding. Our core mission is to leverage deep learning to crack the neural code. We own the full neuroAI pipeline: from neurotechnology development, to neural data collection, to modeling, theory, & analysis.

Role & Responsibilities :

  • Lead development & implementation of automated methods for interpreting large-scale neural networks and biological data
  • Design algorithms for discovering computational principles and circuits in neural systems
  • Advance techniques for feature visualization, geometric analysis, and manifold learning in high-dimensional neural data
  • Develop causal intervention methods to map information flow in neural networks
  • Create tools for automated hypothesis generation and testing in neural systems
  • Collaborate with neuroscientists to validate interpretability findings in biological systems
  • Guide technical strategy for scaling interpretability methods to massive datasets

Key Qualifications :

  • For Engineer: B.S. in Computer Science, Mathematics, Neuroscience, or related field plus 2+ years experience
  • For Scientist: Ph.D. in Computer Science, Mathematics, Neuroscience, or related field -- or equivalent experience
  • Strong record of research or engineering in machine learning, particularly in areas related to model interpretability
  • Deep understanding of mechanistic interpretability literature and methods
  • Expertise in analyzing and interpreting deep neural networks
  • Strong programming skills with experience in modern ML frameworks
  • Excellent written and verbal communication skills

Preferred Qualifications :

  • Experience with automated scientific discovery systems or agentic AI
  • Experience developing novel interpretability methods
  • Background in theoretical neuroscience or computational neuroscience
  • Knowledge of differential geometry and its applications to neural representations
  • Familiarity with large-scale machine learning systems
  • Track record of open-source contributions to interpretability tools
  • Experience with large language models or multimodal architectures
  • History of successful research collaborations across disciplines
  • Demonstrated ability to lead research projects and mentor others

Research Areas of Interest :

  • Novel methods for mechanistic interpretability at scale
  • Geometric approaches to understanding neural representations
  • Development of AI scientists for automated hypothesis generation and testing
  • Techniques for discovering and validating computational circuits
  • Comparative analyses between artificial and biological neural networks
  • Causal intervention methods for understanding network computation
  • Mathematical frameworks for neural information processing

What We Offer :

  • An environment in which to pursue fundamental research questions in AI and neuroscience interpretability
  • Access to unique datasets spanning artificial and biological neural networks
  • State-of-the-art computing infrastructure
  • Competitive salary and benefits package
  • Collaborative environment at the intersection of multiple disciplines
  • Location at Stanford University with access to its world-class research community

Application : Please send your CV and a one-page statement of interest to: recruiting@enigmaproject.ai

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