Every empirical claim in the book carries an epistemic label and links to a source page I maintain after publication. Each page shows a review date, so you never argue from a dead source.
LAST REVIEWED 2026-07-30 · REVIEW CADENCE 90 DAYS · EVERY CHANGE LOGGED BELOW
AN ENDNOTE ASSERTS FOREVER · THE RESEARCH DOES NOT SIT STILL
A printed endnote asserts a fact permanently. Research on model behavior keeps moving. A finding documented in 2023 may no longer hold against a 2026 model, and a frozen endnote cannot warn you. A maintained source page can.
The book states the mechanism and the control. The empirical status lives here, with a date on it. Before you carry one of my claims into a meeting, check this page and see when I last confirmed the source still stands.
FIVE LABELS · EVERY EMPIRICAL CLAIM CARRIES ONE
Every exposure figure across the 24-mode taxonomy carries the MODELED label, in the book and on this page.
A DATE, A CLOCK, AND A LOG
Each tracked claim shows when I last reviewed its source. The current stamp across the library is 2026-07-30.
Sources are re-reviewed on a 90-day cadence. If a stamp ages past 90 days, treat that claim as due for a check.
It does not linger. I relabel the claim or replace the figure, and the change lands in the revision log with a date. The log below shows this happening.
ALL 24 FAILURE MODES · LAST REVIEWED 2026-07-30
Every failure mode in the taxonomy has its source status tracked here. Each exposure figure is arithmetic from stated assumptions and is labeled MODELED where it appears. Browse all 24 modes →
Long-context handling is an active area of improvement, and the positional effect may weaken. The control holds regardless. When the evidence moves, the review date and this entry move with it.
EVERY CHANGE DATED · NOTHING EDITED SILENTLY
Evidence Library established. Source audit applied to Part III: figures previously attributed to named research firms replaced with placeholders and labeled illustrative.
TWO PLACES TO PRESS HARDER · THEN THE BOOK ITSELF
Every citation was verified twice before the first copy sold: once by me, once by independent audit against primary sources. The row-by-row record is public.
READ THE VERIFICATION RECORD →The taxonomy this library tracks: the mechanism, the workplace exposure, and the operational check that catches each mode.
BROWSE THE 24 MODES →