Creating a (hopefully) competitive bot using Claude Code.

husky81

Re: AI Development Discussion and Feedback

I am a regular player of Axis and Allies 1942 online, and just got a Claude subscription. My perhaps naive idea for a first project in Claude Code is to create a bot that can competently play the Larry Harris Gencon map that is used in AA1942 online.

So far I have been able to set up self play between my bot and the Hard AI in Triple A (my bot loses badly when paying both sides). I have also been able to set up self play between the Hard AI in order to create a database of games.

My current goal is to create a heuristic function that will look at the board state, position, income, units, turn number, ect. and attempt to predict the eventual winner. Initially I will use the games generated through automated self play as my data set, however I would ideally like to get my hands on some saved games from strong human players. I have found that the AI within triple a is not quite up to a human standard, and also that it plays the Axis considerably better than it plays as allies.

I am also interested in whether anyone has developed other ai's aside from the ones that ship with triple a (hard, easy, fast does nothing)

Anyway, if anyone has some saved games that may be useful, that would be great, also if anyone has interest in the project let me know.

beelee

@husky81

Hi husky

Welcome to the site. You may want to check the A&A site https://www.axisandallies.org/forums/. They have specific threads for each game or most anyway.

Might find some saves there. Could also go to the lobby and ask the guys that play there if you could use some of their saves. I forget which one 42 online is but Revised gets played a lot in the lobby.

Good Luck

Panther

@beelee said:

which one 42 online is

It's Beamdog's software variant of the '1942 2nd Edition' boardgame. 'Variant' because the software does not include all of the boardgame's rules.

husky81

@beelee Thank you for your reply. I have also crossposted on AxisandAllies.org, as you've suggested, although I might not have posted in the right place for maximum visibility. The setup I'm workign it is the tournament setup for 1942 2nd edition, the one that starts the German bomber in Ukraine rather than Germany where it is in out of box. As Panther says, there are some rule discrepancies, like carriers not being able to hold allied fighters.

At the present level that bots play, those aren't so relevant. We are at the point where we are trying to get the program to not hang important units without good reason, and to not play either over aggressive or over passive.

husky81

I ran a bot vs bot tournament on 1942 2nd edition, Larry Harris Gencon (Bomber in Ukraine) setup, giving Russia a heavy bid (+45) here are the results from Claude.

Note my AI is "Naval Agent" and was capable of beating the easy AI, but lost badly to hard and fast.

Fast and hard are nearly equal strength, with hard using about 1/6th the compute.

Tournament results.JPG

Cernel

Can you please just use names of games which can be found in TripleA, adding information on what you changed if anything? You mean that you are playing "World War II v5 1942 SE TR" with a bid for Russians or also some other changes?

xxXEddieXxx

@husky81
What is your approach doing it?

husky81

@xxXEddieXxx well there's lots of ideas that I have and it's early stages at the moment.

The thing is entirely vibe coded, using Claude code Opus. I have the 200$/year plan so no Fable access.

I am not a software developer at all, so everything software related in entirely up to ai. I have read 0 lines of code so far, and couldn't understand most of them if I did. I studied math in undergrad, so i am used to logical thinking though.

I (meaning Opus) have built a python engine that implements the map and game's ruleset. It is also bridged to a local copy of triple A. Claude can simulate tournaments between my bots in the python engine, or use the bridge to triple a to match my bots vs the pre-exising bots in the game.

I have told Claude that I want my bot to be constructed in a modular fashion, so that modules can be swapped out or changed individually, changes can them be A/B tested by running tournaments pitting various versions of my bots against each other. I get Claude to track various statistics form these tournaments. For example, when I was building the naval logic, I had tournaments where i tracked number of amphibious assaults, ships lost, transports lost, units delivered, and a few other things. trying to get the logic right so that transports get defended, enemy fleets get zoned out and attacked, and lots of units get delivered to combat theatres.

The most important component i have not is the threat map. It uses Combat power, which is currently dice pips+2.6 times hit points, maintains an updated defense value for each territory on the board, and also maintains an overlapping projected combat power of each nation onto each territory, tracking the maximum combat power that can be brought to bear against any target, or potential target.

I started off with just a basic attack planner that takes every attack over 70% given that it doesn't leave the capital vulnerable . My next step is to try and build a competent attack planner that take other factors like stack survival into consideration in its planning. My main ideas are to go for a combination of positive TUV exchange, and restriction of the enemy's projected combat power. so for example the bot will try to block tank blitzes, because doing so reduces the enemy's projected combat power, restricting the tanks attack to fewer territories.

I will keep working and iterating through conversations with Opus. I do most of the things on my phone using Cowork. Claude code runs on my desktop building and testing the bot modules. I ask it questions, and give it information and instructions by talking into my phone.

So far i haven't actually watched any games that it plays, all of them are simulated, and only statistics are reported. This is quite fast and efficient, but once the core of my bot is built I'll see if i can look at some games to see if i detect problems that escape the q and a format i currently use. I'll at least need to finish the ground attack module, purchasing, and give it the ability to think more than one turn ahead before it's worth looking at what the bot is actually doing.

xxXEddieXxx

@husky81 hey that sounds ambitious. I don't know how deep you are in terms of how these ai models work. But I had some ideas regarding an AI aswell and made a little map of it :

                │ Strategic Planner     │
                │ LLM / learned policy  │
                            │
                strategic objectives
                            │
              "Pressure Moscow"
              "Hold India"
              "Build naval superiority"
              "Trade Ukraine cheaply"
                            │
                            ▼
             │ Candidate Plan Generator │
             │ deterministic algorithms │
             
                           │
                 20-100 plans
                           │
                           ▼
             
              │ Simulation / Search    │
              │ MCTS / rollouts        │
             
                           │
                     expected values
                           │
                           ▼

                 │ Value Function  │
                 │ NN + heuristics │
                          │
                          ▼
                       ACTION

There is also a paper on something that might help.
https://repository.gatech.edu/server/api/core/bitstreams/a1b58887-d7df-48ee-a412-b13b3e236983/content

In terms of models opus 5.5 should be enough.

TheDog

@husky81
TripleA AI uses some of these values, its just a list to be used as a guide. It is more complicated than listed, but it gives you a start point for your AI.

2x TT/SZ PU value +
10x if isFactory (personally should consider canProduceXUnits value) +
11x if TT is also MyCapital +
5x if it is isEnemyOrAlliedCapital) (personally Allied Capital should be 6x)

Victory Centre does not appear to be taken into the AI calucation, but in the xml you can have
"victoryCity" value="1" so this should be a multiplier.

Keep up the good work!