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GBSOSS/skill-from-masters is an open-source tool that helps AI agents incorporate proven methodologies from domain experts when creating new skills, reducing trial and error.
Anthropic shares that domain experts show higher success in coding, but the gap between intermediate and expert users is modest, suggesting domain proficiency is sufficient.
IR3DE is a ridge regression-based router that selects domain-expert LLMs for different tasks, achieving competitive performance while enabling dynamic addition or removal of experts without retraining.
GeoStack introduces a geometric framework to compose independently trained domain experts in Vision-Language Models without catastrophic forgetting, achieving constant-time inference and a 10x reduction in geometric error.