[afiodorov]

> It was uncomfortable at first. I had to learn to let go of reading every line of PR code. I still read the tests pretty carefully, but the specs became our source of truth for what was being built and why.

This is exactly right. Our role is shifting from writing implementation details to defining and verifying behavior.

I recently needed to add recursive uploads to a complex S3-to-SFTP Python operator that had a dozen path manipulation flags. My process was:

* Extract the existing behavior into a clear spec (i.e., get the unit tests passing).

* Expand that spec to cover the new recursive functionality.

* Hand the problem and the tests to a coding agent.

I quickly realized I didn't need to understand the old code at all. My entire focus was on whether the new code was faithful to the spec. This is the future: our value will be in demonstrating correctness through verification, while the code itself becomes an implementation detail handled by an agent.

[lunarcave]

> Our role is shifting from writing implementation details to defining and verifying behavior.

I could argue that our main job was always that - defining and verifying behavior. As in, it was a large part of the job. Time spent on writing implementation details have always been on a downward trend via higher level languages, compilers and other abstractions.

[PUSH_AX]

Tell that to all the engineers that want to argue over minutia for days in a PR

[nine_k]

> My entire focus was on whether the new code was faithful to the spec

This may be true, but see Postel's Law, that says that the observed behavior of a heavily-used system becomes its public interface and specification, with all its quirks and implementation errors. It may be important to keep testing that the clients using the code are also faithful to the spec, and detect and handle discrepancies.

[patrickmay]

I believe that's Hyrum's Law.

[cm2012]

Claude Plays Pokemon showed that too. AI is bad at deciding when something is "working" - it will go in circles forever. But an AI combined with a human to occasionally course correct is a powerful combo.

[wagwang]

If you actually define every inch of behavior, you are pretty much writing code. If there's any line in the PR that you can't instantly grok the meaning of, you probably haven't defined the full breadth of the behavior.