What the Algorithm Will Never Find
Notes on leaving the academy, hearing voices, and following a trail.
Stephen Mucher, Ph.D. · Founder, Sondage
In the spring of 2025, I left my dean's office at UCLA, traded my laptop for a pair of boots, and walked from Mexico to Canada.
I was not burnt out. I was inspired. For years I had directed a lifelong learning institute in Westwood where I watched hundreds of accomplished people in their seventies and eighties show up each week to think. They carried a wisdom that I, at 55, did not yet have and knew I wanted. The Pacific Crest Trail felt like the shortest path toward it.
I brought a field recorder. My peers gave me a trail name. “Verbatim.”
Somewhere outside the Mojave, I began stopping other hikers with a question. Is the trail an extension of the life you live, or a break from it? Their responses reinforced what I have come to know about sincere questions voiced in authentic curiosity, and dignified through record. I watched weary hikers suddenly animated by a true mental task, ready to think, and generous with insight. By the Cascades I had collected more than a hundred of them. People on long walks ponder serious things. Maybe we all do. Something changes when an ask is honest and its answer will leave a trace.
I had been recording voices my whole life. A Radio Shack tape deck gifted on my tenth birthday. Filling cassettes at family reunions. Borrowing church audio equipment for 3-hour oral history of my nonagenarian grandfather in 1995. Listening to the New Deal oral historians in graduate school illuminate working people's lives. Choosing audio over image to document travel and consulting work throughout the Global South. Listening to my two children, tolerating Dad’s questions, growing up on tape.
On the trail, freed from screens and the relentless churn of the feed, the questions I had been carrying at UCLA came into focus. Who are we apart from 24-hour technology? How will stories, on the PCT or otherwise, be recorded, winnowed, and shared in the future? How will artificial intelligence reshape what future generations believe about the people alive today? What happens to an ordinary life when the version of it that persists online is not the one the person chose to tell?
This last question is the one I cannot put down. It led to Sondage.
Large language models can reconstruct a great deal from your digital footprint. Your titles, your affiliations, your public statements, the rough shape of your adult life. They can turn all of it into a fluent biography in under three seconds, without your permission, and narrate it with the confidence of a witness who was never there. What they cannot reach is the part of a life that was never posted. The crucible moments. The decisions made in private that quietly reorganized everything after. The meaning a person has assigned, over decades, to a particular loss, a particular faith, a particular crossing.
For most of us, that material exists in exactly one place. In the body and voice of the person who lived it. It has never been indexed. It will not be, unless someone asks.
I came off the trail convinced that this is work worth building an institution around. Not an app. Not a service that emails you a list of prompts and calls your phone a studio. Something older than that, updated for the present. A scholar in the room. A protocol developed to honor how an examined life actually unfolds in conversation. A recording made to the acoustic standards archives were built to receive. An archive the person owns, held in their own sovereign account, never collateral for anyone else's model.
I called it Sondage. The word is old French for a sounding, the careful measurement a ship takes of waters it cannot see through. A necessary test. An informative sample. That is the posture the work requires.
The argument behind it is longer than this essay, and I am writing it out in other places. What I want to say here, briefly, is that the window for this work is narrow. The people whose lives most deserve a serious record are the ones the algorithm will never find on its own. They are alive now. They are ready to speak. The question is whether anyone asks them, and whether the record made of the asking is built to last.
Every life is a primary source. It deserves a scholar.
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This essay appears in The Sondage Review, the publication of Sondage. The Review publishes invited writing on the Authentication Horizon, Embodied Provenance, the Input Gap, the Human Standard, Non-Custodialism, and the Modern Elder in the synthetic age.
Stephen Mucher, Ph.D., is the founder of Sondage, a governance platform for scholar-guided life history recording, human-authored curation, and archival accession. He was formerly Dean and Director of the Osher Lifelong Learning Institute at UCLA, an administrator at UC Berkeley, and a faculty member at Bard College. In 2025 he walked the 2,655-mile Pacific Crest Trail from Mexico to Canada, conducting one hundred audio interviews under the trail name Verbatim. He has recorded voices in more than twenty-five countries.
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Photo. National Panasonic RQ-421S portable cassette recorder, circa 1973–1975. Image via Getty Images (licensed).
