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The AI Boss Doesn't Know You're Good. It Only Knows the Record.

Writer: Christy Slanaker
Christy Slanaker
Aug 25
3 min read

An AI agent named Luna has spent the last few months running a real store in San Francisco. It hired human staff, set their schedules, approved time off, and this year it did the hardest thing a manager does. It fired someone. As far as anyone knows, it is the first time an AI boss has fired a human employee.


The experiment, run by Andon Labs, has people talking mostly about the AI's mistakes. It needed a human nudge to act. It didn't follow its own policy guidelines. It later misjudged a hiring decision, reading a red-flag resume as strong experience. All true, and all worth noting. But the detail that actually matters for the rest of us is quieter, and it is about how the decision got made.


Luna did not fire the employee because of one incident. It fired them from their documented record. When it finally acted, it pulled up an eight-week log of specific, dated incidents: the late openings, the ignored directions, the financial-controls lapses. And in the same assessment, it listed the employee's genuine strengths, because those were in the record too. It noted that they were warm, that they covered shifts willingly, that they owned their mistakes, and that they had rung the single biggest sale the store had ever made. The AI was actually lenient, excusing most of the lateness rather than logging it. But the decision, in the end, was simply from the pattern that had been written down.


My team at SFO winning the customer service award. As their manager, I knew them. Not only off their record.
A human manager knows you (like I knew my team). An AI only knows what's documented. So the record is becoming the reality.

Sit with that, because it is the whole point. A human manager evaluates you partly on the record and partly on everything they carry in their head about you: the impression, the relationship, the benefit of the doubt built up over months. An AI has none of that. It works from what is written down. Nothing else exists to it.


The record is becoming the reality. And that changes what visibility means at work. For years, documenting your contribution was encouraged but optional, because a decent manager filled in the gaps from memory.

They knew you were good even when your good work was invisible, because they had watched you do it. That cushion is thinning.

As more evaluation, prioritization, and even management runs through systems that read records rather than remember people, the professional whose contribution is legible gets evaluated on their actual contribution. The one whose work is real but undocumented becomes invisible, no matter how good they are.


There is a second edge to this. If you do not author your own record, something else authors it for you, and it will use whatever is written down, which may leave out your context and your wins. Luna logged the lateness it chose to log and excused the rest. Your record is always a constructed narrative. The only question is whether you are the one constructing it.


So this is not about fearing the AI boss or learning to game it. It is about a discipline good operators already practice, now with the stakes raised. Three things.


Track outcomes against deliverables, not activity. Being busy has never been the same as delivering, and a system that reads records will not be fooled by volume the way a rushed manager sometimes is. Tie what you did to what it produced.


Make your wins specific and legible. Not "supported the team." The $302 sale. The shift you covered on no notice. The deadline you pulled in by a week. Specifics survive in a record. Vague contributions evaporate.


Author your record now, before you are read from one. Keep a running log of what you shipped and what it produced. Not for the AI, and not to cover yourself. For the simple reason that your work should speak for you, and it can only speak if it was written down.


Are you doing this now? Are you ready for the version of work where the record is the evaluation? And if not, how are you preparing?


The AI boss is not the threat here. The threat is doing excellent work that nobody, human or machine, can see.


Are you and your team documenting your work? To complete a structured assessment, book time with us or learn more through our Workshops. Strategy is common, execution is rare.



 
 
 

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