> The manager always has a very good stick: “Do a good job or you will be fired”. And me wanting food is well aligned to not produce buggy code. Or make my job harder in the future by writing unmaintainable code.

You are welcome to not use the model if it makes mistakes. Its weird that you are cooking up some edge case scenario to make your argument strong - everyone is incentivised to make things work well. Anthropic wants their models to perform well because that's why you will buy it.

> Someone needs to be aware of how it’s processed, so that when malformed data appears

Eh no. You need to know about only a compressed part of it, not 100%. Do you really claim that you need to know 100% of the code? This is not true today and certainly won't be true in the future. Hardly any code will be looked at by humans in the same way my manager doesn't look at my code.