LATIDIA · Investigación

Skill Dreaming: Evolución de las habilidades del repositorio a través de flujos de solicitudes de extracción

arXiv: 2610.36188v1Tipo de anuncio: nuevo Resumen: los agentes del modelo de lenguaje grande (LLM) dependen cada vez más de habilidades reutilizables para tareas complejas de ingeniería de software, lo que hace que las bibliotecas de habilidades sean esenciales para el desarrollo de repositorios

La noticia

arXiv:2610.36188v1 Announce Type: new Abstract: Large language model (LLM) agents increasingly rely on reusable skills for complex software engineering tasks, making skill libraries essential for repository development and maintenance. However, repository-specific skills must evolve with changing code structures, implementation conventions, and maintenance requirements. Pull requests (PRs) provide a natural source of such knowledge by recording how repositories evolve through implementation and review. Meanwhile, new PRs must follow repository-specific implementation patterns, modify related components consistently, and ensure that existing tests continue to pass while adding coverage for new functionality. This creates a mutually reinforcing cycle: PRs provide knowledge for updating skills, while these skills improve future PRs, maintain repositories, and support