Annual Review of Generated Bullet Laundering
AI output is rearranged into bullets and reworded until its origin becomes difficult to identify at a glance.
Annual Review of Generated Bullet Laundering Assessment Period: Calendar Year 2023
Executive Summary
Generated bullet laundering is the process by which AI-generated text is converted into bullet points, rearranged, lightly reworded, and formatted until the origin becomes plausibly deniable at conversational distance. The help is useful enough to use and awkward enough to disguise.
Both conditions remained stable throughout the review period.
Volume Assessment
Generated bullet laundering adds one private manual check to the workflow. That check becomes part of the normal workflow. By the end of the review period, the laundering step was no longer experienced as extra work. It was experienced as editing.
This reframing is accurate. It is also convenient. Both observations are noted without resolution.
Process Documentation
The standard procedure: obtain AI output, read it once for gross errors, convert prose to bullets, reorder bullets, replace three words per bullet with alternatives, review for any phrase that reads too cleanly, break that phrase into two shorter ones. The result is submitted. No disclosure accompanies submission.
Structural Finding
Assisted work becomes routine while disclosure stays exceptional. The asymmetry does not resolve through repetition. It compounds. Each undisclosed submission raises the implied baseline for what can be produced without assistance, which raises the cost of disclosing the next submission.
Under the governing rule, generated bullet laundering becomes procedure once repetition feels safer than reconsidering it.
Contextual Note
In 2023, office AI use spread faster than disclosure etiquette. Organizations had not yet established norms, which meant individuals managed disclosure through individual judgment, which meant disclosure was inconsistent, which meant the practical incentive ran against it. Generated bullet laundering was one of the more legible expressions of that gap.
Recommendation
No operational recommendation is offered. The behavior is adaptive given the conditions that produced it. The conditions have not changed.