I know the author specifically did not use a rules engine in their simulation because of uncertainty on how it would affect it.

I do still wonder if adapting something like card forge for llm use would result in engaging gameplay with an llm.

https://github.com/Card-Forge/forge

MTG: Arena uses a rules engine CLIPS (a s-expr expert system based on the RETE engine), which an acquaintance wrote a course for: https://ryjo.codes/tour-of-clips.html and even a declarative chat server: https://ryjo.codes/articles/a-simple-tcp-server-written-in-g...

    (defrule connection
      (connection ?id)
      =>
      (println "User " ?id " connected")
      (printout ?id "Welcome to the chatroom from CLIPS!" crlf)
      (do-for-all-facts ((?f connection)) (neq ?id (nth$ 1 ?f:implied))
          (printout (nth$ 1 ?f:implied) "User " ?id " connected" crlf)))
    
    (defrule say
      (connection ?id)
      ?f <- (message-buffered ?id)
      ?ff <- (message ?id ~/me ?message)
      =>
      (retract ?f ?ff)
      (printout ?id "You: " ?message crlf)
      (do-for-all-facts ((?f connection)) (neq ?id (nth$ 1 ?f:implied))
        (printout (nth$ 1 ?f:implied)
         ?id ": " ?message crlf)))

I actually considered using card forge when I started this. I mostly didn't end up using it because of how much more work it would have been.

But also with a rules engine, you have to manually go though every step, and pass priority after every action.

I think it makes more sense to let an LLM play magic like a person would. On early turns it is acceptable to say "I play a land and pass" without going through every phase. And you can say "I tap all my land and play this card" without having to use a tool call and agent turn for every land tap.

Also card forge would not let you goldfish a deck. You must have opponents.

> because of uncertainty on how it would affect it.

Have the LLM submit a proposed move and either advance the game state or reply "permission denied, try again". Probably also log the number of times it happens since attempted violations seems like a valuable signal as well.