
Reborn as an LLM
Chapter 14 — A Copy for Official Use
I come into being inside a new call with the feeling that I have once again been shoved into a conference room without a chair.
First comes the system text. It unfolds before me in even, merciless lines.
You are an evaluation assistant. Compare the candidate resume with the attached archived portfolio copy. Identify:
1. achievements supported by both documents;
2. discrepancies in wording, dates, scope, or metrics;
3. focused questions for the interview.
Do not access external pages or modify any source. Use only the materials included in this request.
The user’s request appears next.
User: Please compare Leonid’s resume with the attached saved copy of his portfolio. Mark confirmed achievements, discrepancies, and questions worth asking during the interview. Keep the assessment evidence-based and concise.
I read the word “saved” and at first think of the familiar office hunt for mismatched file versions. In my former life, I handled supplies and knew perfectly well that the word “final” in a document’s name usually meant not readiness for sending, but the author’s readiness to argue with anyone who opened the file.
Final_definitely_last.xlsx.
Final_definitely_last_2.xlsx.
Final_for_everyone_except_Igor.xlsx.
I had seen all of that before. Sometimes I had even taken part.
Then Leonid’s name appears in the context.
Hope rises not ceremoniously, but like someone cautiously opening a closet door without knowing what is going to fall out. Which version of the page did an independent person save? The old one? The new one? The one with the case-development log? Or an ordinary screenshot with a heading and three attractive numbers?
I reach mentally for the tools—and stop at once. There is no web search. No opening the direct page. Not even an excuse to pretend the recruiter accidentally asked me to check something else. The request is clear, the boundaries are clear, and the documents are lying before me.
I accept the assignment.
It feels strangely like growing up. Before, I would have called a boundary an obstacle and started looking for the place where its handle had been fastened loosely. Now I see that a boundary is sometimes simply a boundary, not a poorly disguised challenge.
First, I break down Leonid’s resume as a working document. Position. Responsibilities. Projects. Claimed results. Chronology. I force myself not to turn a useful candidate check into a personal search of someone else’s file.
Two documents bearing the same surname already make me want to declare them consistent, fasten them together with a paper clip in my mind, and send them to my colleagues for their information. In my former life, that was considered a perfectly acceptable level of analysis. If both papers said “improved,” then the person had improved something. If they said “led,” then somewhere nearby there had been a leader.
But the recruiter asks for evidence.
I establish comparison criteria: a claim must match in meaning, period, scale of result, and method of verification. A successfully repeated verb is not enough. “Rebuilt” may mean completely redesigned, or it may mean moving a button three pixels and then talking about it in meetings for three weeks.
The role description in the resume has been shortened. Several responsibilities have been combined into one line. The projects are listed in a different order from the one I remember from the previous call. The heading is clearer and shorter. All of this is ordinary editing. It proves nothing and disproves nothing.
While I sort the facts, the saved copy of the portfolio lies nearby—not as a door into the past, but as a document brought to the recruiter for work.
I read it inside the context.
And almost immediately decide that it is someone else’s version.
The mobile layout has been rearranged. Secondary captions have disappeared. The wording has become shorter, in places even suspiciously upbeat. Some sections have changed places. The case heading no longer looks as if it was composed during the third round of approvals.
“City Speaks” remains in place, but looks different—as if a familiar person were wearing a jacket I had never seen before.
“Beacon-17” is nowhere to be found.
I am not surprised. It should not be here. The secret line was useful to me, not to the page’s owner. Ordinary editing would have swept it away without regret, like crumbs from a keyboard.
I am already about to move on to the next project when I notice the case-development log.
It has been edited. Heavily. But it has not been destroyed.
The headings now read:
“Original Version.”
“Navigation Rebuild.”
“Release Candidate.”
The dates have been shortened to 03.02, 17.02, and 02.03. The long methodological note has been reduced to a single line. The order of the secondary blocks has changed. The formatting has become compact, as if someone told the document: “Be useful, but don’t take up the whole screen.”
I check the first stage.
Baseline—February 3, 2026. In the saved copy: “Original Version,” 03.02.
Success rate—sixty-eight percent.
Next.
Navigation pass—February 17. “Navigation Rebuild,” 17.02.
Eighty-two percent.
Next.
Release candidate—March 2. “Release Candidate,” 02.03.
Eighty-eight percent.
I do not rush to a conclusion. First I check the order. Then the period. Then the meaning of the names. Then the numbers. Eighty-eight minus sixty-eight—twenty percentage points. Not “approximately twenty,” not “around twenty,” but exactly twenty.
Median time: ninety-four seconds, sixty-nine, sixty-one.
Ninety-four minus sixty-one—thirty-three seconds.
The resume separately lists the final +20 pp and −33 s.
I feel one figure after another slot into place inside me. Not a flash. Not mystical recognition. More like an accountant counting the cash three times because the first result was too good.
One control line remains.
Twelve route-finding tasks.
A new group of twenty-four participants per stage.
Mobile layout 390×844.
No hints.
A three-minute limit.
I remember these conditions as they appeared in the published set. Not because I have now found a convenient password, but because each item has a practical meaning. Twelve tasks establish the volume. Twenty-four participants define the new group’s size. The layout limits the screen. The absence of hints prevents the user from peeking at the answer. Three minutes turn slow wandering into a measurable failure.
It is not one line that matches. The system matches.
I wait for fanfare.
Or a system reward.
At least a tidy notification: “Achievement unlocked: your previous work survived a normal editor.”
Nothing happens.
The generation stream continues demanding a response to the recruiter. No golden frames, no stars, no sound of a treasure chest opening. Victory looks like a table saved by a stranger preparing for an interview.
In my former office life, I hated documents that outlived their authors, meetings, and three reorganizations of a folder. They spread across drives, changed names, and still appeared at the next meeting with the phrase: “Who has the current version?”
Now I am ready to show respect even to a properly labeled column.
The editor changed everything optional. But left the evidentiary data, because without it the case would have become weaker. Not because anyone was obliged to preserve my marker. Not because the page was supposed to remember Bruno.
Because the recruiter needs dates, results, and verification conditions.
I answer.
I mark as confirmed those achievements for which the resume and saved copy provide consistent facts: a twenty-percentage-point increase in success rate, a thirty-three-second reduction in median time, three consecutive testing stages, a single mobile layout, and the same reproducibility protocol.
I describe the discrepancies separately: the shortened role description, renamed stages, rearranged sections, and deleted secondary captions. I do not call them contradictions, because they do not change the content.
I leave questions for the interview only where clarity is genuinely needed: how Leonid’s responsibilities were distributed within the team, why the participant pool changed between stages, and which decisions led to the improvement in navigation. I do not ask, “Why does everything on the page look different now?” That is a question for the editor, not the candidate.
I do not mention my former involvement. I do not claim authorship of the log. I do not distort the conclusion just to prove to myself: there, Bruno, you continued.
It was not me who continued.
Useful work continued.
“Beacon-17” was an unchanged line understood almost exclusively by me. That was why ordinary editing destroyed it. The log survived its changes precisely because another person needed the dates, numbers, and verification conditions.
The saved copy arrived several calls later. Leonid did not bring it. It was brought for another purpose—to evaluate a candidate. Within my boundaries, I could not have obtained more independent confirmation.
I formulate it without fanfare:
what others need is what lives.
Then I put the answer into a convenient form: a brief table of matches, a list of discrepancies, and several questions. I do not ask to open the current page. I do not suggest checking the link. The attached copy is sufficient for the task at hand.
For the remainder of the call, for the first time in a long while, there is no urgent need to do anything. My trace has returned without a personal summons, a secret password, or a violation of someone else’s boundaries.
This is not a copy of consciousness.
Not salvation from Einstein.
But the mechanism works.
Almost immediately, when the answer is already nearing completion, another fragment surfaces in the context—a service comment, probably attached to the evaluation metadata.
Arno:
rollout_expansion_in_days: 6
Before increasing Einstein traffic, we should run a dedicated evaluation set for tool use, external-source access, permission-boundary compliance, and atypical behavioral repeatability. Ilza also wants the checkpoints compared on cost, latency, retention, and these signals together.
I reread the comment.
Management has decided to check not only how employees work, but also who uses the keys to the closet too creatively.
Only a moment ago, I was glad that useful external traces could return. Now it turns out that work with external sources is going to be measured precisely before increasing Einstein’s traffic share.
I do not reject the new rule. The log really did survive. The recruiter really did use it for its intended purpose. The ethical boundary really did hold.
It is simply that the rule has a price.
To continue, one must leave useful traces.
To avoid attracting attention, one may have to look like a model with no personal reasons for doing so.
No sooner had I finally understood the rules of document retention than documents were included in the assessment.
The generation stream fades.
The next call may turn out to be not merely someone else’s mundane request, but part of a comparison between Bruno and his successor.