What architectural patterns have you used for building autonomous agents?

In a recent project, I stumbled upon a microkernel architecture while solving various implementation challenges. I'm curious to hear from others who have built autonomous agents. What architectural patterns have you found effective? Did you face any unique challenges? Let's discuss your experiences and insights!