A paper-style Basis manuscript that expands a simple theorem into a more structured note with setup, main result, counterexample, and a practical bounded-transform remedy.
This example shows a different output shape from the shorter formal note. It is more structured and manuscript-like, which makes it useful for teams that want a short paper-style note rather than a minimal proof memo.
Basis had to satisfy a concrete objective, keep the assumptions explicit, and leave behind artifacts a human could inspect and continue.
Produce a short manuscript proving unbiasedness of the sample mean under integrability, while structuring the argument with explicit setup, a failure mode, and a lightweight remedy section for heavy-tailed cases.
Instead of staying as short as possible, this version uses a more manuscript-like arc: setup, main theorem, minimal condition for unbiasedness, a concrete Cauchy failure case, and a brief bounded-transform remedy.
That makes it a useful public proof page for Basis because it demonstrates controllable output shape. The same underlying question can be rendered as either a compact note or a more structured manuscript depending on the run framing.
Full public edition of the structured manuscript with cleaned front matter and no internal draft banner.
Start with a concrete question, explicit constraints, and the artifact package you expect to review at the end.