Phase 1 writeup: submission 327786

Materials accompanying "Fixed positive sampling is nearly saturated," the
Phase 1 writeup for AIcrowd submission 327786.

Release assets:

• paper.pdf
• artifacts_327786.tar.gz

The archive contains the estimator source, retained upload, proof certificates,
empirical receipts, a complete SHA-256 manifest, reproduction instructions,
and the MIT license.

SHA-256:

• paper.pdf: d1c59f1a8c6b8326e6a8c05cb88f1149e5386e371d3057a10d775cd39b1fbee0
• artifacts_327786.tar.gz: 956ca7e40b35e5bc4a52ae1949d2f3f18eeffe94ae6261eaa6c3034ffe3dac38

The code and reproduction materials are MIT licensed. The paper is copyright
2026 Kellen Heraty.

AI tools assisted with hypothesis generation, code, experiment planning, proof
drafting, and editing. I directed the research, checked the final claims against
the frozen artifacts, and take responsibility for the work.