Combine explicit knowledge with learned perception

"Keep the hall lit at night, but don't wake the baby." A language model writes the rules, a checker vets them, a camera feeds them facts. See where this partnership shines, and where it breaks.

What you’ll explore

• Symbolic and neural components can complement each other when interfaces preserve uncertainty, grounding, constraints, and the limits of each representation.