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sorenn111 | 4 years ago

Start-up/Consulting idea: use ML/RL strategies and tools and help gaming companies improve their AI. In a variety of games, the AI should be a big component of gameplay (all single player games) and ends up being such a liability. I can imagine the litany of issues that prevent this, but I wonder if a company could accumulate some general templates/models/toolkits that could help AI improve for a variety of gaming companies. Most AI in games are more like Stockfish than AlphaZero and the cost to train these models for each of these games is probably prohibitively high. However, I imagine a variety of gaming companies that provide a 1st person game would not mind outsourcing their NPC AI and perhaps a company could find some synergy across games such that the marginal cost of going from game to game could be decreased.

An example game that fits your board game template more or less are turn based games like Civilization. I love Civ games but the AI stupidity is the weakest part of the game. I know RTS games like starcraft are super hard (probably why Deepmind chose to do it) but perhaps turn based games or games with a slower pace and limited action space are doable for a consulting company.

Idk, food for thought, but if you make a billion dollar company I'm saving this post for my records :P

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gundmc|4 years ago

An AlphaZero type AI for Civ is my absolute dream. A huge problem in these sorts of games is that developers have the computer players cheat to artificially raise the difficulty to compensate for the poor skill and decision making of the AI.