A. R. dos Santos

AI-Assisted Cross-Study Synthesis in Genome Editing: Comparing Long-Context Strategies and Uncovering Latent Contradictions in the CRISPR-Cas9 Guide RNA Prediction Literature

These strategies avoid the cloud dependency while fragmenting the input, discarding the global context needed to link biological arguments that are distributed across separate papers, and apply the Reduced Interaction Sampling (RIS) engine—a local sparse attention method—to retain the full sequence within the memory envelope of a laboratory server.