@ashwingop @sequoia @kleinerperkins @generalcatalyst @EngramLab @harvey Putting memory, preferences etc outside the weights just makes way more sense. Apart from accessing frontier intelligence w every new model, it’s easy to understand, tweak, and audit. A firm fine tune is unauditable and near impossible to finely tweak behavior.