An agent forgets an early nonnegotiable constraint after many turns. Which mitigation is most appropriate?

1. Preserve critical constraints in structured governing state and validate later actions against them
2. Remove all constraints to simplify the task
3. Increase randomness to encourage remembering
4. Assume a longer conversation always improves memory