> started one-shotting serious long horizon tasks.

They one-shot tasks for which there's a git clone one-liner, except worse.

My experience with them one shotting tasks is that it usually doesn't work if you try anything ambitious. You need agents iterating. And agents iterating isn't an LLM improvement. I did say tooling got better...