Physics Expert (Biophysics / Statistical Physics)

micro1 is seeking a Physics Expert specializing in biophysics or statistical physics to contribute to a high-level research project focused on modeling bacterial population dynamics. You will apply your deep domain knowledge to help train next-generation AI systems, ensuring they learn and reason based on high-quality, real-world scientific input.

Key responsibilities

• Analyze and model stochastic two-state Markov processes with gamma-distributed waiting times within the context of bacterial population dynamics.
• Apply the Euler-Lotka equation to assess and benchmark asymptotic population growth rates under varying noise regimes.
• Develop or review analytical approaches using perturbative expansions in small division-noise variance and validate resulting predictions.
• Integrate renewal theory and first-passage-time analysis to derive key insights on population growth and cell-size regulation noise.
• Document detailed methodological steps, assumptions, and findings clearly for AI training and reproducibility purposes.

Requirements

• Advanced expertise in statistical physics, biophysics, or related quantitative biological modeling of stochastic processes.
• Proven experience working with two-state Markov models and gamma-distributed waiting times in biological or physical systems.
• Strong command of the Euler-Lotka equation, perturbative expansions, and renewal theory in the context of population or growth dynamics.
• Demonstrated ability to conduct first-passage-time analysis and interpret implications for growth-rate fluctuations and size control.

What we offer

• The opportunity to contribute your specialized scientific expertise to the development of advanced AI systems.
• A fully remote working environment that allows you to focus on complex research-level tasks.
• Engagement in a project that bridges the gap between theoretical physics and cutting-edge machine learning.