Arthur Davis


Coordination is the tax every organisation pays. I work on the architecture that stops charging it.

Founder & CEO, Altimist London


About

The short version


I’m the founder and chief executive of Altimist. We build the shared intelligence layer that organisations coordinate through — a sovereign knowledge system that absorbs coordination as a by-product of the work, rather than another stack of meetings and message threads.

Most of my work sits where coordination economics meets applied AI. In 2026 I published a formal proof that the returns to scale of an organisation invert once coordination moves from bilateral channels to a hub. That result is the mathematics underneath everything we build.

Based in London, after three decades in and around financial markets.


Writing

Papers & essays


On the Returns to Scale of Organisational Coordination

A mathematical proof for hub-mediated intelligence architectures

Working paper v1.1 Public Edition 4 July 2026 Altimist Ltd

d²P/dn² < 0  →  d²P/dn² > 0 The sign of the second derivative flips. Not a refinement of the theory — an inversion.

Abstract Bilateral coordination architectures — the organisational model used by virtually every firm in history — exhibit strictly negative returns to scale on coordination, with marginal cost growing linearly in team size while the coordination burden grows quadratically. Hub-mediated intelligence architectures, in which a shared knowledge layer absorbs coordination as a side effect of productive work, exhibit strictly positive returns to scale under defined conditions. A fourth necessary condition is identified — emotionally intelligent knowledge governance — without which the knowledge utility function degrades and the positive-returns property is lost. Three theorems, a corollary, and specific points of contradiction with Coase (1937), Brooks (1975), Dunbar (1992), Chandler (1962), Mintzberg (1979) and Porter (1985).

Download the paper PDF · 9 pages · 377 KB
Cite this paper

Davis, A. L. T. (2026). On the Returns to Scale of Organisational Coordination: A Mathematical Proof for Hub-Mediated Intelligence Architectures. Altimist Ltd, working paper v1.1 (Public Edition), 4 July 2026.

Further papers — on the Finternet and on identity that belongs to the person rather than the platform — are being prepared for public release and will appear here.