Large Cancer Assistant: model-agnostic orchestration framework for oncology decision support

arXiv·medium signal

The Large Cancer Assistant (LCA) proposes a model-agnostic orchestration framework that decouples data ingestion, clinical routing, and reasoning so oncology decision-support systems aren't locked into a single monolithic multimodal model. Modules can be swapped as better models ship, targeting scalable clinical deployment. It's a vertical example of the 'orchestration over monolith' pattern now standard in enterprise agent design.