FirstPrinciples Research Fellow

New
F
FirstPrinciplesArtificial Intelligence
Anywhere - RemoteContractMiddle
Salary not disclosed
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Job Details

Required Skills
Machine LearningNLP

Requirements

  • PhD or postdoctoral status in Computer Science, Machine Learning, Theoretical Physics, or related fields.
  • Strong builder instincts with a track record of translating abstract theory into computational systems.
  • Experience in model architectures, representation learning, or reasoning systems.
  • Experience in mathematical, physical, or formal reasoning applied to fundamental problems.
  • Ability to operate independently and own problems end-to-end.
  • Commitment to 6-12 month engagement with full-time or equivalent capacity.
  • Value rigor, clarity, and intellectual honesty.

Responsibilities

  • Design and test novel model architectures combining NLP, symbolic reasoning, and scientific workflows.
  • Develop embedding representations for physical concepts, equations, and mathematical objects.
  • Investigate and recommend alternatives to transformer-based architectures.
  • Design and execute experiments to guide next-generation architecture development.
  • Build reinforcement learning loops for autonomous internal thought experiments.
  • Automate data ingestion pipelines for scientific literature and experimental data.
  • Create benchmarks to measure physical understanding and mathematical reasoning.
  • Manage model training jobs, compute usage, and sandbox environments.
  • Build evaluation frameworks to identify model strengths and failure modes.
  • Communicate technical trade-offs and present research updates.
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