arXiv cs.CLPaper
Neurosymbolic Embodied Agents
The constraint is real: LLMs generate plausible-looking plans that fail when executed because they don't respect environment dynamics. This approach forces executability by construction, not by luck. It's a narrow win, not a paradigm shift, but if you're building embodied agents, this is the current floor for reliability on complex tasks.