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evolutionary-dynamics

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Additional analysis at SSP at Albion College: Investigating Erythromycin resistance in V. natriegens (2025). Beyond identifying atpD and XRE regulator mutations, we utilized PCA of k-mer frequency vectors and 3D base composition modeling to map fitness landscapes. Findings reveal how environmental stress reshapes adaptive evolutionary trajectories.

  • Updated Mar 24, 2026

This repository contains Python and NetLogo simulations based on the paper "The conditional defector strategies can violate the most crucial supporting mechanisms of cooperation" (Scientific Reports, 2022). The models explore evolution of cooperation, conditional defection, and mechanisms like kin selection, spatial structure, and punishment.

  • Updated Oct 2, 2025
  • Python

A Python library for simulating two‑player strategic interactions with memory, shocks, and recovery dynamics. It supports large‑scale Monte Carlo experiments to study how behavioral norms form, adapt, and regain stability after temporary disruptions.

  • Updated Feb 22, 2026
  • Python

Framework for testing strategic reasoning in LLMs using evolutionary Iterated Prisoner’s Dilemma tournaments. Features 28 agents, variable horizons, memory conditions, high-concurrency execution, and detailed analysis of cooperation rates, strategic fingerprints, and LLM decision rationales across providers and temperatures.

  • Updated Dec 9, 2025
  • Python

An interactive multi-agent simulation demonstrating why control-based, deceptive, and reward-bypassing AI objectives are structurally self-eliminating — and why long-horizon, system-aware coordination is the attractor. Built to accompany The Alignment of Intelligence, Article 2: Attractor.

  • Updated Mar 28, 2026
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