The K/V Cache is just an optimization. But yeah you would expect the attention for the model producing "Ok im doing X" and you asking "Why did you do X?" be similar. So i don't see a reason why introspection would be impossible. In fact trying to adapt a test skill where the agent would write a new test instead of adapting a new one i asked it why and it gave the reasoning it used. We then adapted the skill to specifically reject that reasoning and then it worked and the agent adapted the existing test instead.

Does anyone know. How would that relate to simply wrapping claude code as a subprocess?

In the example given in the article i think the correct behavior would have been to infer the type backwards from the return type of the function. Is that not why mypy actually errors here?

If you're referring to the `first_three_lines` example in strategy 3, Mypy would give the same error even if we changed the return value to something unrelated like `return ["something"]`.

Its not really hard to tell.

1,000 more tests!? That reads coherent to you?

Pipe to dev/null. Fastest database i have ever used.

/dev/null is web scale

It is literally true. You don't need to run a type checker.

mypy is also written in a style conducive to speed ups when compiling with mypyc

Funny i know about Proust from The Sopranos.

If we're sharing I learned about him from the preeminent Proust scholar in the United States, while I watched Little Miss Sunshine.

Same

You don't you build solar and wind, which have different seasonal productions. Wind power is actually higher during winter. See: https://www.researchgate.net/figure/Estimated-normalized-mon...

And if you combine the graphs for solar and wind from this: https://aleasoft.com/european-solar-and-wind-energy-producti...

You can nicely see that they are complementary in terms of energy production.