Question
Compare legacy and shadow lineage totals against finalized OpenAI UTC daily usage from July 9 through July 12, 2026, plus ordinary non-fork days. Classify residuals as unavailable history, unsupported event shapes, UTC/local attribution differences, accounting semantics, containment, or ledger defects, and make evidence-backed corrections without tuning to a fixed error percentage.
Acceptance
Require material aggregate improvement over legacy, no material regression on previously accurate ordinary days, and an evidence-backed classification for every large residual. Treat an OpenAI day as provisional until finalized. Include the known interleaved Ultra/normal session, active and archived history, and referenced ancestors outside the normal lookback. Never publish private rollout contents.
Question
Compare legacy and shadow lineage totals against finalized OpenAI UTC daily usage from July 9 through July 12, 2026, plus ordinary non-fork days. Classify residuals as unavailable history, unsupported event shapes, UTC/local attribution differences, accounting semantics, containment, or ledger defects, and make evidence-backed corrections without tuning to a fixed error percentage.
Acceptance
Require material aggregate improvement over legacy, no material regression on previously accurate ordinary days, and an evidence-backed classification for every large residual. Treat an OpenAI day as provisional until finalized. Include the known interleaved Ultra/normal session, active and archived history, and referenced ancestors outside the normal lookback. Never publish private rollout contents.