IIIWhose Story Is It

Who Owns the Footnote?

The facts of a life can belong to one person while their meaning depends entirely on who is looking at them.

Jacquelyn Meyer 6 min 1,316 words

Imagine giving the same collection of material to four people: your therapist, your mother, your best friend, and someone who has never met you.

They receive photographs, journal entries, old messages, voice notes, school reports, emails, and fragments of conversations spanning ten years. Nothing changes between copies. Everyone gets the same material.

It is difficult to imagine them reaching the same conclusions.

Your mother recognizes references nobody else understands and brings decades of assumptions about who you are. Your best friend knows which relationships mattered and which apparent crises lasted three days. A therapist notices patterns through the framework of their training. The stranger has none of that context and may therefore see something the others overlook—or completely misunderstand something obvious to everyone who knows you.

Now give the same archive to an AI.

We increasingly talk about artificial intelligence as though enough information will eventually eliminate the problem of interpretation. Feed a system enough of your writing, conversations, photographs, preferences, behavior, and history, and perhaps it will arrive at an increasingly accurate model of who you are.

But there is a problem hiding inside that premise. A life does not contain its own definitive interpretation.

Evidence and Meaning

A text message can establish that certain words were sent at a particular time. A photograph can show that you were in a particular place. A journal entry can preserve what you wrote about an experience while you were close to it.

What none of these artifacts can do on their own is determine what they mean.

Suppose an archive shows that someone changed jobs six times in eight years. One observer may see ambition. Another sees instability. A third sees someone repeatedly escaping bad environments, while a fourth sees a person unwilling to tolerate boredom.

All four interpretations could be consistent with the same record.

More evidence may help distinguish among them, but evidence does not eliminate perspective. Even deciding which additional evidence matters requires someone to make a judgment about what kind of story is being investigated.

This distinction becomes especially important when the subject of the archive is a person, because people are unusually capable of supporting contradictory interpretations at the same time.

You Aren't Neutral Either

It is tempting to solve the problem by declaring that the person whose life is being examined should have final authority over what everything means.

Certainly, they should have extraordinary authority. They possess context unavailable to anyone else, and there are ethical reasons to resist systems that claim to know people better than they know themselves.

But self-interpretation has limitations too.

We have incentives. We protect identities we've invested in. We construct explanations that allow past decisions to coexist with the people we believe ourselves to be now. We can be unusually generous toward some versions of ourselves and merciless toward others.

Sometimes another person notices a pattern we cannot see precisely because they are not inside it.

This is one reason humans have always sought interpreters. Therapists are one example, but so are mentors, coaches, religious advisers, biographers, close friends, parents, and occasionally strangers. We give other people pieces of our lives and ask them what they see.

The interesting question for Circa8 is not how to eliminate those interpreters. It is how to give them better material without allowing the material—or the machine organizing it—to become the interpretation.

Fig. 1The same evidence, read by four people.

The Guide

Circa8 calls the human interpreter a Guide.

A Guide is not necessarily a therapist and does not need to occupy a formal professional role. The term describes a position in relation to someone else's material: a person invited to examine selected context and help ask questions about it.

The distinction between a Guide and an algorithm matters because interpretation involves more than pattern recognition. A recurring subject across ten years of journal entries may be statistically obvious while remaining personally meaningless. An apparently insignificant sentence may matter enormously because another human understands the circumstances in which it was written.

A Guide can also do something a machine should be extremely cautious about doing: challenge the person whose life is being examined while remaining accountable for the challenge.

If your friend thinks you're rationalizing a bad relationship, you can ask why. If a therapist interprets a pattern in a particular way, the interpretation can be discussed, rejected, revised, or reconsidered later. There is a person attached to the judgment.

When an algorithm produces the same conclusion, its authority can be harder to locate.

The Seduction of the Pattern

AI is exceptionally good at finding patterns, and personal archives contain an extraordinary number of them.

Imagine a system discovering that your journal entries become more negative every November, that you communicate with certain people less frequently during periods when you describe yourself as happy, or that the language you use around work changed months before you consciously decided to quit.

Those observations could be genuinely useful. They could also be meaningless coincidences, artifacts of incomplete data, or correlations whose causes have nothing to do with the explanation that first comes to mind.

The danger begins when observation quietly becomes interpretation. “This pattern exists” turns into “this pattern means,” and eventually into “this is who you are.”

A system capable of analyzing years of personal material can make those conclusions sound extraordinarily persuasive. The more intimate the data, the more authoritative the output may feel.

That is precisely why restraint matters.

Organize First, Interpret Carefully

Circa8's approach draws a boundary between organizing evidence and assigning meaning to it.

A system can establish chronology, connect related artifacts, identify recurring language, surface contradictions, and retrieve material relevant to a question. Those are organizational acts, even though they still require careful design and can never be perfectly neutral.

Interpretation should be treated differently.

If the system notices that a particular subject appears frequently in someone's writing, it can surface the pattern and the material supporting it. The next step should be a question rather than a diagnosis. Does this seem meaningful to you? What was happening during this period? Is there context missing from the record?

The difference may sound subtle, but it changes the relationship between the person and the technology. One presents evidence for consideration. The other tells a person what their own life means.

Interpretation Changes Too

There is another reason not to treat any interpretation as final: meaning changes.

An event that once looked like a failure can later become fortunate. A relationship you once considered wasted time may eventually look formative. Something you spent years describing as the best decision you ever made may acquire complications you could not have understood when you first constructed that story.

This is where Diff and Correspondence become relevant in a different way. They do not merely preserve changes in what happened or what someone believed. They can preserve changes in interpretation itself.

The same artifact can be revisited at thirty, forty, and fifty and mean something different each time. Rather than treating that instability as a flaw, Circa8 can preserve it as part of the record.

The interpretation belongs to a moment too.

A Better Question

We are moving toward a world in which machines can know an extraordinary amount about an individual. The obvious competitive question is which system can use that information to understand the person most accurately.

That may be the wrong ambition.

A more useful system might be one that knows the difference between what it can retrieve, what it can observe, and what it cannot responsibly conclude.

The purpose of a personal archive should not be to produce a final theory of the person inside it. People are not mysteries that become solved once enough evidence has been collected.

Sometimes the archive will clarify something. Sometimes a Guide will see a connection the person missed. Sometimes a Diff will expose a change that memory concealed. And sometimes the material will support several interpretations without resolving which one is correct.

That ambiguity is not necessarily a failure of the system. It may be an accurate representation of the life.