Build AI systems beyond the model.

A model is only part of a capable product. Useful AI systems also need memory, tools, adaptation, state, recovery, human interaction, evaluation, and mechanisms for coordinating increasingly complex behavior. We are interested in engineers and researchers who care how those systems hold up under the conditions that are hard to arrange on purpose: unfamiliar environments, partial failure, changing instructions, and work that outlasts a single session. You do not need to describe the problem using our vocabulary.