Generative LNP Design Agent

implementationChallengeNovember 25, 2025

Prompt Content

Implement a generative agent using a framework like Langroid that interacts with your trained predictive model. This agent should iteratively propose new LNP compositions, evaluate their predicted efficacy using your model, and refine its search strategy to optimize for high-efficacy formulations. The goal is to discover at least 5 novel LNP compositions with predicted efficacy exceeding the best observed in the training data. Document the agent's logic and the generated compositions.

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