The three-year audit clock is not always a clock. In certain fraud situations, the IRS can argue the year stays open indefinitely, even if the taxpayer relied on a preparer.
Mailing a tax return on time does not always guarantee a timely filing. USPS postmark delays can cause returns deposited on deadline to be treated as late by the IRS.
