seeded-determinism-and-golden-vectors
Installation
SKILL.md
Seeded determinism and golden vectors
Some output must be a pure function of a key: the daily content every user compares, a generated
layout, a shuffle a share code reproduces, a replay. This skill makes that output identical on every
device, in every time zone and on next year's build, with no server: one seeded PRNG the app owns,
civil-date keys, content regenerated from (key, version) instead of stored, shipped generators frozen
behind versioned cutovers, and golden vectors computed by an independent oracle that two checkers and
the test suite verify.