Let’s talk about the person you were at twenty-six, and why the machine keeps walking them back into the room.
There’s a scene that plays out in offices across Johannesburg every week. Not mine. A hiring manager has two hundred CVs and about forty minutes. So they don’t read the CVs. They paste the shortlist into a tool and ask for a summary. And the summary comes back clean, confident, three bullets each — including the line that matters.
“Adverse credit record, 2011.”
“Business deregistered owing creditors.”
“Criminal matter, withdrawn.”
Notice what didn’t survive. The withdrawal didn’t survive. The reason didn’t survive. The eleven years of clean trading after it didn’t survive either, because nobody asked the model to look for the arc. They asked it to find the risk.
So it found the risk. That’s what it was told to do.
We used to have a word for what happened next, and the word was forgetting.
Human memory is bad on purpose. It compresses. It drops the detail, keeps the shape, and quietly reweights the story every time you tell it. Institutions were bad at remembering too — files got lost, people moved towns, the guy who stuffed up at twenty-four got older and the story around him changed with him. That wasn’t generosity. It was architecture. Forgetting was load-bearing, and nobody put it in the risk register because nobody could see it.
Then storage got free. Retrieval got instant. And summarisation got good enough that you’d actually trust it.
Look at what summarisation does, though. It takes the whole messy record and flattens it into the most predictive pattern. Prediction has no room for change, because change looks like noise in the data. The one thing that makes a person a person — that they are not who they were — reads to the model as an outlier.
And here’s the part that should worry you more than privacy does. These models don’t just retrieve the record anymore. They narrate it.
A narration without an arc is just an accusation with better grammar.
Human story has genre. There’s a fall, then a middle nobody watched, then something after. A model trained to predict outcomes doesn’t know the middle exists. It knows correlation. It knows that people with this line in their file default more often than people without it, and that’s statistically true and completely useless for deciding whether this particular fifty-two-year-old has spent a decade becoming someone worth backing.
Now, most people hear this and reach for the right to be forgotten. Delete it. Expunge it. POPIA, GDPR, the erasure request. And I get it. But deletion is asking permission to be absent. That’s not the same thing as being allowed back in.
You could fail to delete every record on earth and still have a working second chance — if the humans reading the record still knew how to weigh it. The thing going extinct here isn’t privacy. It’s re-entry.
And the second thing people miss is quieter. The summary is now making the judgment, and the person reading it thinks they’ve done diligence. Reading a summary feels like work. It has the shape of work. But it’s delegation with a paper trail, and the paper trail makes it feel defensible.
So what do you do with that, practically? Three things, depending on which side of the desk you’re on.
If you screen people — candidates, vendors, tenants, borrowers — split the fact from the story. Get the fact from the system. Get the story from a human who was actually there. One phone call to someone who knew them then. And ask what changed, not what happened. Those are different questions and they produce different decisions.
If you’re the one with a record, assume permanence and build your own account of the repair. Not a plea. A file. What broke, what you did about it, who can vouch, what the last five years actually produced. Your second act needs its own paper trail, because the archive will only ever show the first one. Nobody is going to assemble that for you.
And if you’re the one deploying the tool, check the prompt. “Is this person a risk” and “what does this person’s record contain” produce output that looks almost identical on a screen and leads to completely different lives. One of them gives a human being a chance to explain. The other doesn’t. And the rejected candidate gets no letter telling them which one you used.
The principle worth keeping is this: you have the right to be judged on who you are now. Not to erase the record. To be the author of what it means.
Because a record has no plot. It has entries. And the meaning of a life has never lived in the entries — it lives in what somebody decided the entries added up to. That decision used to belong to people who knew you. Increasingly it belongs to a summary that has never met you and never will.
The record will outlive all of us. What it means is still up for grabs. But only if somebody bothers to write the second half.