A note on the projects examined: this is not a criticism of any individual developer. I do not know the author personally. I have nothing against them. I’ve chosen the projects because they are public, representative, and relatively easy to benchmark. The failure patterns I found are produced by the tools, not the author. Evidence from METR’s randomized study and GitClear’s large-scale repository analysis support that these issues are not isolated to one developer when output is not heavily verified. That’s the point I’m trying to make!
The main idea behind context and capabilities is that we can write trait implementations that depend on a specific value or type called a capability. This capability is provided by the code that uses the trait.，更多细节参见新收录的资料
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and then from this set pick one (or a few).