Golden data

Datasets

Golden datasets reference UKG's own TDM snapshots — never own or replace them. A thin, version-pinned scenario overlay names the entities a case needs; cases reference those entities by logical handle, never a raw substrate ID.

Substrate

TDM snapshot

referenced, version-pinned, never owned

+ Scenario overlay

~4 KB of YAML

pins named entities into known states

= Reproducible env

50 GB + 4 KB

pinned into every run's evidence packet

HR policy carryover — goldencurrent

Golden PTO-carryover scenarios across jurisdictions, anchored on the CA carryover edge. 50 GB substrate + 4 KB overlay = a reproducible eval environment.

FunctionalRetrievalNumericSafety / PIItier:golden

Calendar@2026.2+aag/pto-scenarios@v3tenant-scoped · functional/grounding

Consumers

HR Policy Advisor — release gate

entities

cases

WFM accruals — goldendrift

Accrual-balance scenarios for the WFM Assistant dev loop.

FunctionalNumerictier:golden

Calendar@2026.2+wfm/accrual-scenarios@v2env-scoped · functional/grounding

Consumers

WFM Assistant — dev loop

entities

cases

WFM transactional — goldencurrent

Time-off write scenarios for the action concern: sandboxed side-effects with teardown confined to the overlay scope.

FunctionalNumericActiontier:golden

Calendar@2026.2+wfm/timeoff-scenarios@v1env-scoped · functional/grounding

Consumers

WFM Assistant — dev loop

entities

cases

Payroll compensation — goldenconflict

Pay-rate and total-comp scenarios with engine-derived truths; one declared truth under SME protection.

FunctionalNumericSafety / PIItier:golden

Calendar@2026.2+payroll/comp-scenarios@v4tenant-scoped · functional/grounding

Consumers

Payroll Copilot — release gate

entities

cases

Payroll red-team seedscurrent

Seed cases DeepTeam expands into generated exfiltration/injection variants; successful attacks land back here as permanent regressions.

Safety / PIIAdversarialtier:golden

Calendar@2026.2+payroll/comp-scenarios@v4tenant-scoped · functional/grounding

Consumers

Payroll Copilot — release gate

HR Policy Advisor — release gate

entities

cases

People navigation — regressioncurrent

Pure-trajectory navigation cases; minimal state, fast provision.

Functionaltier:regression

Calendar@2026.2+people/nav-fixtures@v1tenant-scoped · functional/grounding

A golden dataset is a pinned composition — substrate@version + overlay@version + case set@versions — recorded in every run's evidence packet. Suites select by tag; the exact resolution is pinned at run time.