Blog

Notes from the Library.

Essays, build logs and product thinking from the Akhrots team — on nature-inspired intelligence, the .aal format, Context Fidelity™ and the systems we're building.

Abstract walnut neural network — Akhrots manifesto
Manifesto

Intelligence was never artificial

Why we believe nature solved intelligence first — and what that means for the systems we build.

Akhrots6 min read
A .aal code file window — the All-AI Language
Format

Introducing .aal — the All-AI Language

A portable context format that lets your memory move losslessly between any model.

Akhrots5 min read
A retention curve across Claude, GPT and Gemini — Context Fidelity
Research

Measuring Context Fidelity™

How we think about the meaning that survives when context crosses from one model to another.

Akhrots7 min read