Andrew Fribush

fig. 2.16.1: the same 205,978 unowned rows under three dedupe rules, the one-to-one twin rule lit

fig. 2.16.1 · the same 205,978 unowned rows under three dedupe rules, the one-to-one twin rule lit.
PROVE THE TWIN: 173,280 COPIES HIDDEN, 28,371 REAL CALLS KEPTONE BAR IS THE SAME 205,978 UNOWNED ROWS; FILLED IS HIDDEN FROM PUBLIC TOTALS,OUTLINED IS COUNTED; THE RULE IN FORCE IS IN THE ACCENT.173,280 REQ_ ROWS WITH ONE OWNED MSG_ TWIN4,327 EXACT ID PAIRS28,371 WITH NO OWNED TWINRULE 1 · EXACT ID PAIRS · 4,327 HIDDEN · PUBLIC TOTAL 394,876173,280 TWINS STILL COUNTED TWICERULE 2 · EVERY UNOWNED ROW · 201,651 MORE HIDDEN · PUBLIC TOTAL 188,89828,371 REAL CALLS HIDDENRULE 3 · ONE-TO-ONE TWINS · 173,280 HIDDEN, 28,371 KEPT+28,300 CALLS TO PUBLIC TOTALS28,371 REAL CALLS COUNTED AGAIN

A twin is an anonymous req_ transcript row and an owned msg_ row that agree on the instant, provider, model, session and all four token counts; every one of the 173,280 has exactly one partner. The 9 req_ rows with no owned row at all are inside the 28,371 and count. Of the 28,371, 28,300 calls reached the public totals: the accumulator itself skips 56 cancelled calls, 14 on smoke-test models and 1 over the per-event cap, as it does for every row.

source: tokenpylon docs/public-totals-repair-2026-09-23.md:18-31, :139-142 (28,300 calls), docs/public-rollup-owned-only.md:18-20, docs/telemetry-repair.md:5; local spool read-only 2026-10-06 (173,280 twins) · twinRule.data.ts

View in context: One call, two ids → · All figures

Andrew Fribush, software and computer engineer in Austin. I build consequential systems where software meets institutions: finance, healthcare, commerce, government data, and the mechanisms that govern AI agents. Taking new engagements: hello@andrewfribush.com.