01 · The idea
What stayed with us
Structured-output enforcement and an explicit context hierarchy can reduce ambiguous agent actions and make tool boundaries easier to inspect.
02 · The local translation
What we did with it
PostTrainLLM retained the tool protocol shape and context hierarchy as learning assets for a future coding-agent lane.
03 · The boundary
Where the comparison stops
The research did not justify another agent layer or a coding product. Tool quality and a frozen task gate still come first.