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EdTerm — Human Wisdom Database

Every life contains
wisdom
no one has
collected yet.

We are building the infrastructure to change that — preserving lived human experience as structured, searchable knowledge available to everyone, everywhere, forever.

"We are losing the knowledge that matters most — not facts, but the wisdom of how to live, work, and navigate the world."

— EdTerm Research Framework, 2025

Why this matters.
Why right now.

Every day, experienced professionals retire without documentation of what they truly knew. Industries transform faster than knowledge can transfer. Mentorship — the primary vehicle for passing wisdom — remains radically unequal, available only to those lucky enough to be near the right people.

Meanwhile, journalism — the discipline best equipped to elicit and preserve human experience — is collapsing as an industry. Its practitioners are becoming homeless just as their skills are needed most. These two crises share one solution. EdTerm is building it.

10,000
Baby Boomers retire every day in the US alone — taking decades of undocumented expertise with them
26%
of US newsroom jobs have disappeared since 2008 — the discipline of human story collection is losing its home
1 in 3
people have never had access to a meaningful mentor — the guidance gap falls hardest on those who need it most

The Method

How wisdom becomes data
— and data becomes guidance.

EdTerm is not an AI that invents advice. It is a system built on real human experience, collected with discipline, preserved with care, and made accessible to anyone who needs it.

01

Train the Collectors

University journalism programs are restructured around Wisdom Journalism — training students to elicit, structure, and preserve lived human experience as Wisdom Nodes.

02

Build the Archive

Wisdom Nodes are collected from people across industries, geographies, and life stages — with rigorous ethical consent and institutional stewardship through universities.

03

Make It Findable

The Human Wisdom Database finds patterns across thousands of real experiences and surfaces what people in structurally similar situations actually did — and what happened next.

What is a Wisdom Node?

A Wisdom Node is the fundamental unit of the Human Wisdom Database — a structured narrative artifact that captures lived experience in a form that is both deeply human and computationally retrievable.

Layer 01

Contextual Frame

Who this person was, what world they were operating in, what the stakes were. The metadata that allows future users to find relevant nodes.

Layer 02

The Threshold Moment

The specific decision, crisis, or turning point at the heart of the story — when something was truly at stake.

Layer 03

The Hidden Interior

What they were actually experiencing psychologically. The fears beneath the surface. The most valuable — and most undocumented — layer.

Layer 04

The Navigation

How they moved through it — specific actions taken, mistakes made, reversals navigated, resources drawn upon.

Layer 05

The Residue

What the experience left behind. What changed in how they see themselves and the world. The transformation that makes it wisdom.

Layer 06

Transferable Insight

What someone navigating a similar situation could actually use — developed collaboratively, never forced or prescribed.

What this means
for the future.

EdTerm is not a product launch. It is the beginning of a new kind of knowledge infrastructure — one that treats lived human experience as the resource it actually is.

Phase One — Foundation

Wisdom Journalism Pilot Programs

Partner with 2–3 university journalism programs to develop and validate the Wisdom Journalism curriculum. Train the first cohort of Wisdom Node collectors. Build the ethical and consent frameworks that will govern the database.

Phase Two — Collection

The Human Wisdom Database Grows

Universities become active stewards — collecting from faculty, alumni, and communities. Professional schools replace static case studies with living nodes from practitioners. The database achieves the scale needed for meaningful pattern recognition.

Phase Three — Access

Mentorship Without Borders

Anyone navigating a consequential decision has access to the distilled experience of thousands of people who have navigated what they are navigating. The guidance gap closes.

Whose wisdom gets preserved.
Who gets access.

The wisdom that disappears fastest belongs to people whose lives contain the most hard-won lessons — those who have navigated poverty, illness, discrimination, migration, and exclusion without documentation or recognition.

EdTerm is an act of epistemic justice. Your experience counts as knowledge. It deserves to outlast you and reach people you will never meet who are navigating what you have navigated.

"The guidance I needed existed. It just lived in people I never had access to."

First-generation graduate, Tampa FL

"Forty years of knowing how to do this job — and there's no place to put it."

Retiring public school teacher

"The case studies in school were from the 90s. None of them looked like my situation."

First-time entrepreneur, Lagos

The Founder

Built by someone who learned everything the hard way.

Cameron Covarrubias didn't come from academia. He came from a four-year Japanese culinary apprenticeship at sixteen — and two decades of learning how wisdom moves through cultures across Japan, Alaska, the Pacific Islands, Nepal, China, and beyond. EdTerm is what he built when he realized the world's most valuable knowledge was disappearing unrecorded.

Meet the Founder
Cameron Covarrubias, Founder of EdTerm

This project needs
builders.

EdTerm is at the research stage. We are looking for university partners, journalism educators, data scientists, narrative psychologists, and anyone who believes that lived human experience deserves to be treated as the knowledge it is.

Independent researchers, academics, and potential collaborators welcome.