LIVINGSTON::LABS
CONCEPT PAPER · v1 · SEPTEMBER 2026

LIVINGSTON LABSAI FOR EVERY CHILD

A research lab with a single aim: prove AI can be the highest-leverage intervention in the history of education. We build open curriculum, assessment frameworks, and run classroom efficacy pilots — all openly published.

70%
CAN'T READ
250M
OUT OF SCHOOL
44M
TEACHER GAP
100%
OPEN ACCESS
◆AI Literacy◆Open Curriculum◆Assessment Framework◆Efficacy Pilots◆Open Access◆CodeForce Living Lab◆Global Education◆Ethical AI Use◆Randomized Trials◆Published Results◆AI Literacy◆Open Curriculum◆Assessment Framework◆Efficacy Pilots◆Open Access◆CodeForce Living Lab◆Global Education◆Ethical AI Use◆Randomized Trials◆Published Results
RESEARCH AGENDA

AI LITERACY FOR EVERY CHILD

What should every child know and be able to do with AI by age twelve? Three workstreams to teach it, measure it, and prove it works.

01

Open Curriculum

A modular, age-staged AI literacy curriculum: how AI works, how to direct it, how to question it, and how to use it ethically. Free and openly licensed.

  • ▸Age-staged modules (ages 5–12+)
  • ▸How AI works · how to direct it
  • ▸How to question it · ethical use
  • ▸Free, openly licensed, adaptable
02

Assessment Framework

Validated instruments that measure what children actually learn: AI comprehension, effective use, critical evaluation, and ethical reasoning.

  • ▸AI comprehension measures
  • ▸Effective use evaluation
  • ▸Critical evaluation rubrics
  • ▸Ethical reasoning assessment
03

Efficacy Pilots

Classroom studies, run as randomized trials where possible and published regardless of result, measuring learning gains against control groups.

  • ▸Randomized classroom trials
  • ▸Control-group comparison
  • ▸Published regardless of result
  • ▸Open dataset for researchers
FIRST 18 MONTHS

Curriculum v1 · Assessment framework v1 · One pilot study with published results · An open dataset for the research community.

THE PROBLEM

A CRISIS THAT CANNOT SCALE

The global education crisis is well documented. The traditional model cannot reach the children who need it most — and AI has entered every classroom on earth with no standards, no curriculum, and no agreed definition of what children should learn.

70%

of ten-year-olds in low- and middle-income countries cannot read and understand a simple text.

SOURCE: World Bank

250M

children are out of school entirely — no classroom, no teacher, no curriculum.

SOURCE: UNESCO

44M

projected global shortfall of teachers by 2030. The traditional model cannot scale.

SOURCE: UNESCO

The children who learn to work with AI will shape the future. The children who do not will be shaped by it.

Matt Livingston — Founder, Livingston Labs
// FOUNDER: M.LIVINGSTON · 21+ YEARS · CTO · PRODUCTION AI
THE LIVING LAB

REAL STUDENTS. REAL CLASSROOMS.

Livingston Labs grows directly out of CodeForce, a STEAM academy teaching coding, robotics, and AI to children through a visual learning curriculum that has drawn ed-tech press attention.

CodeForce gives the lab something most research efforts lack: a living lab of real students and real classrooms where curricula can be taught, measured, and refined in rapid cycles before wider trials.

THEORY OF CHANGE
  1. 01Build the curriculum and the yardstick.
  2. 02Prove efficacy in the living lab and partner classrooms.
  3. 03Publish everything openly so districts, ministries, and researchers can adopt and extend the work.

Founder: A technology executive with 21+ years of leadership including CTO roles and production AI systems experience, leading the lab nights and weekends until grant funding supports a full-time transition.

GET INVOLVED

LET'S TALK

Interested in partnering, funding, or collaborating? Send a few details and I'll respond within 24 hours.

matt@livingston-labs: ~/intake