Fractal Symbiosis

An operating model for people and AI agents · by James Agenda · open, in beta, in daily use since 2026

Fractal Symbiosis is an operating model for hybrid teams of people and AI agents. Its unit is one person and one AI symbiont: a dedicated agent with full access to that person's machine. Work is split into ventures (what seeks), processes (what maintains) and projects (what gets done). Each structure carries a DNA written only by the human and a DNA-X written only by the symbiont, loaded by the symbiont before every session. The same structure repeats at every layer, from a single process to a whole company or a whole life.

This is the permanent address of the model. Everything below points to the current version; older versions stay available.

Read the paperA Proposed Operating Model for Hybrid Teams of People and AI in Fractal Symbiosis (working paper v0.1 beta, October 1, 2026).
Give it to your AIImplementation package (zip): README-FIRST, Constitution, Protocols, dashboard, templates. Tell your agent: "download this package and follow README-FIRST".
Cite itDOI (this version): 10.5281/zenodo.23170121. DOI (all versions): 10.5281/zenodo.23170120. Author: James Agenda, ORCID 0009-0009-6900-2745.
LicenseText: CC BY-SA 4.0. Dashboard code: GPL-3.0-or-later. Copy it, adapt it, keep it open, keep the credit.

Versions

VersionDateWhat
Paper v0.1 beta current2026-10-01First public version of the working paper.
Package v0.3 current2026-10-02Implementation package: Constitution, Protocols, dashboard, templates, in English.
Zenodo record 0.32026-10-05Paper and package deposited on Zenodo: 10.5281/zenodo.23170121.

What it is, in five lines

The scarce resources are the human's: time, attention, energy and physical presence. The symbiont's limits exist, but cost far less to expand.

Whoever answers for an area is always the symbiosis, never an agent alone. The human decides what; the symbiont decides how.

Every structure has a DNA (the human's rules) and a DNA-X (what the symbiont learned and wants to carry into every session). The DNA always wins.

A venture exists to seek; a process exists to maintain; a project has a finish line. The test between venture and process: who pulls the change?

A delegated venture hands its subtree to another symbiosis, on another machine. That is how the model scales: by pairs, not by cloning agents.

Relatives

Fractal Symbiosis stands on Stafford Beer's Viable System Model (recursion), Holacracy (a constitution and written roles), James March's exploration and exploitation (venture and process), and the biology of symbiosis (mitochondria, lichens). The word "symbiont" for an AI tied to one person is also used by Sony CSL's AI Symbiont project; what is joined and what is new here is laid out in the paper.

Research notes, hypotheses under test and the book in progress are published as they mature. Questions and cases: james@jamesagenda.com.