I Wrote the AI Memory Fix Every Existing Solution Missed—8 Principles + Prompts + Implementation Guide

Since ChatGPT launched, intelligence has scaled roughly 60,000x, while memory has scaled only 100x.

This means that relative to intelligence, the memory problem has gotten ~2.5 orders of magnitude (or 25x) WORSE since ChatGPT launched. Not better. 25x worse.

This explains why we have invented entire jobs called Context Engineering.

Why there is a hundred billion dollar industry for memory solution vendors.

Why so much of prompting is about what you can put into a chat to remember.

Most of all, why everyone I talk to is trying to figure out desperately how to fit transcripts, notes, documents, into some kind of order so they can use AI with it.

It’s so hard. And we’re not getting help, and that’s why I wrote this piece.

I’m gonna dig in here and explain:

• Why memory is such a difficult problem to solve

  • Including 5 root causes that explain why no vendor has solved memory yet

  • I have not seen anyone lay these out this clearly before

  • Frankly, I think a lot of vendors don’t want to talk about them

• The key insights you need to understand how to build your own memory solutions

  • No coding is not needed!

  • Yes, I have prompts to help

• The 8 scalable principles I use to construct memory systems

  • Yes, they scale from ChatGPT user level to engineering level

  • Yes, you can use the same principles to design agentic systems

  • No coding is needed—but you CAN use these principles to code quickly

  • Again, I haven’t seen anyone lay these out before like this

• Five Prompts to get you started on your own memory solution

  • An easy start prompt to help you sketch out a system

  • A Memory Architecture Designer prompt

  • A Context Library Builder prompt

  • A Project Brief Compiler prompt

  • A Retrieval Strategy Planner prompt

I wrote these prompts because I wanted to be helpful and I could find ZERO prompts out there to help with designing real memory systems in depth. I think that’s because the problem is so difficult.

So I built them myself, and I’m sharing them here. Dig in, enjoy, and good luck building a memory system for AI!