GLA-SD aims to advance the technologies of LLM-based agents for automated scientific discovery by tackling challenges of versatility, interpretability, collaborativity and trustworthiness. These agents will integrate domain-specific knowledge and advanced reasoning to generate precise, robust, and contextually accurate scientific insights, while prioritising human-AI synergy, ethical responsibility, and legal compliance to ensure transparent, interpretable, and trustworthy AI-driven scientific discovery workflows.