Collective dynamics versus entanglement in quantum battery performance

This project is a scientific research artifact (an arXiv paper and presumably associated simulation code) rather than a software product. Its defensibility is very low (2) because it is a theoretical study; the 'moat' is the intellectual discovery, which is immediately public and reproducible by other research groups. The low star count (0) and minimal fork activity (3) are typical for niche academic repositories. Frontier labs (OpenAI, Anthropic) have zero interest in quantum thermodynamic charging protocols, making the frontier risk 'low'. The primary competition comes from other academic institutions (e.g., groups led by Fazio or Alicki) working on quantum batteries. The value lies in the insight—distinguishing between collective phase-preserving dynamics and pure entanglement—which informs future experimental hardware design rather than creating a software market. Platform domination risk is low as this is fundamental science, not a commercial service.