I scaled from 1K to 100M tasks with zero memory growth — here's the cryptographic proof

Published: (December 23, 2025 at 09:37 AM EST)
1 min read
Source: Dev.to

Source: Dev.to

Cover image for I scaled from 1K to 100M tasks with zero memory growth — here's the cryptographic proof

Tasks vs. Memory

TasksApprox. Memory
1 K~3 GB
100 K~3 GB
1 M~3 GB
10 M~3 GB
100 M~3 GB

100,000× scale. Same memory. Merkle‑verified.

The Proof

Every task is SHA‑256 hashed into a Merkle tree. The root hash commits to all 100 million operations:

e6caca3307365518d8ce5fb42dc6ec6118716c391df16bb14dc2c0fb3fc7968b

Verify Yourself

git clone https://github.com/Lexi-Co/Lexi-Proofs.git
cd Lexi-Proofs
node verify.js --all

Don’t trust me. Check the math.

What It Is

An O(1) memory architecture for AI. Structured compression that preserves signal and discards noise, enabling semantic retrieval for recall.

This is a memory layer — not a reasoning engine. You still need an LLM on top.

Background

Solo developer, Norway, using 2013 hardware (i7‑4930K).

Looking for feedback, skepticism, and verification. Open to acquisition conversations.

  • Repo:
  • Website:

What am I missing? Poke holes in it.

Back to Blog

Related posts

Read more »

Stop Writing APIs Like It's 2015

We're in 2025, and many codebases still treat APIs as simple “endpoints that return JSON.” If your API design hasn’t evolved past basic CRUD routes, you’re sacr...