Once I have a read on the structure, I’ve started using AI to accelerate specific parts of the audit. I’ve been using thoughtbot’s rails-audit patterns recently — they even have a Claude Code skill now that helps automate the initial pass. A good starting point before you dig into the specifics. Feed it a god model and ask it to identify the distinct responsibilities. Useful for planning a decomposition. Use it to spot patterns across multiple models you’d take longer to see manually.
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，更多细节参见51吃瓜
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How to play PipsIf you've ever played dominoes, you'll have a passing familiarity for how Pips is played. As we've shared in our previous hints stories for Pips, the tiles, like dominoes, are placed vertically or horizontally and connect with each other. The main difference between a traditional game of dominoes and Pips is the color-coded conditions you have to address. The touching tiles don't necessarily have to match.