Exhibitor Talk - WRITER
Abstract
In this session, Dan Bikel will explore what the next generation of enterprise LLMs will require as organizations move from experimentation to true autonomy. The first wave of large models proved their value in retrieval and workflow execution, but the next frontier demands systems that can plan, reason, backtrack, and specialize. Dan will outline where the research community is heading and how the future points toward single deployed models that can shift into domain-specific modes without sacrificing efficiency or control. He will also share a preview of WRITER’s “Enterprise Brain” research, which represents an enterprise-grade approach to continuous learning – automatically extracting and organizing knowledge across workflows while meeting governance, privacy, and security. Attendees will walk away with a clear view of how LLMs are evolving from static models into self-improving, context-rich systems that drive real autonomy in the enterprise.