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evolutionary-dynamics

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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

Blind governance, simulated: can an arbiter keep evolving agents healthy without reading their internals? The only working control is consequence-gated anti-concentration — one coupled mechanism, not two independent levers (~89k seeded runs). A tribute to Machines of Loving Grace.

  • Updated Jul 9, 2026
  • Python

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

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