---
schema: 1
type: term
title: '**deep personalization**'
description: >-
  **Deep personalization** — in this channel’s material, the idea of shaping AI
  systems around an individual person in a way that goes beyond engagement
  optimization: models that push you to grow rather than simply hold your
  attention.
canonical: >-
  https://liquidgold.cc/channel/everyinc/explore/term/deep-personalization-415043548ee1
markdown: >-
  https://liquidgold.cc/channel/everyinc/explore/term/deep-personalization-415043548ee1.md
llms: null
parent: 'https://liquidgold.cc/channel/everyinc/llms.txt'
channel: everyinc
updated: '2026-10-23T22:12:35.346Z'
language: null
children: []
---


# \*\*deep personalization\*\*

Canonical: https://liquidgold.cc/channel/everyinc/explore/term/deep-personalization-415043548ee1

Parent: [Channel index](https://liquidgold.cc/channel/everyinc/llms.txt)

## Definition

**Deep personalization** — in this channel’s material, the idea of shaping AI systems around an individual person in a way that goes beyond engagement optimization: models that push you to grow rather than simply hold your attention.

## Where the term shows up in this channel’s material **Deep personalization** appears in the channel’s conversation with Edwin Chen, *Building a School Where AI Models Learn About Humanity*, in the context of how AI systems are shaped around individual people. The conversation contrasts the dominant mode of personalization — systems tuned to **optimize engagement** — with a different goal: models that **push you to grow**. That contrast is where the idea of *deep* personalization lives: not surface-level recommendations, but adaptation to a person’s development as a human being. Explore this distinction alongside the video’s larger story — training framed as a **school for AI**, benchmarks from high-school math to research-level Erdős refutations, and the shift from static datasets to RL environments — to understand why personalization is treated as part of how models come to reflect humanity rather than merely hold attention.