# In-Context Robot Learning with VLM Agents > Source: > Published: 2026-09-17 11:30:07+00:00 Enabling robots to adapt to unfamiliar environments as readily as humans remains a moonshot goal of embodied AI. No finite collection of demonstrations can cover every task and situation a robot will encounter, making the ability to learn from context at deployment essential for generalization. Such