skinny.

Latest / Embodied AI 101

Freeform Preference Learning (FPL) for Robotic Manipulation

Introduces multi-axis preference supervision to learn dense, language-conditioned rewards across speed/precision/subtask axes without segmentation; enables compositional generalization and better long-horizon credit assignment than single-reward baselines.

The skinny

The skinny isn't ready yet — notes appear once the transcript is processed.