“He who loves practice without theory is like the sailor who boards ship without a rudder and compass and never knows where he may cast.”
– Leonardo da Vinci

The frontiers of human understanding present a man with the greatest opportunities for extraordinary success. The opportunity to explore where others cannot or will not go takes one beyond the reach of prevailing authorities, at least for a time. Since the frontier its itself anathema to the technocratic bureaucracy- which revels in regulation, repetition, and procedure- the explorer always has a number of years to succeed spectacularly before the slouching bureaucrats can impose an appropriately punitive tax structure on the new territory.

Poker strategy started the 21st century as an open frontier, ripe for exploration as the Internet made it easier for players to compete against each other than ever before. An opponent from next door or from across an ocean, the ability to play multiple hands simultaneously, dealt near-instantaneously by digital dealers. If you could beat your opponent (and the rake) then a fortune was there for the taking. But how to win? What each player needed to beat the competition, whether he knew it or not, was an accurate map of the terrain of the game that he was sitting down to play…

In the first article in this series on poker ecology, I introduced Information Distribution Curves as a way of visualizing the level of strategic information available to members of a competing population in a given game variant. One such information distribution curve is reproduced below:

That essay detailed how a pronounced information asymmetry between yourself and your opponents facilitates extraordinary success in that game. I used these curves to illustrate the concept of an information ceiling as the theoretical limit to which it is possible to formalize any particular game variant. I’m now going to define an unmapped domain as a domain of human activity where even the person with the highest level of strategic information is known to be very far away from the information ceiling for that domain. In poker ecology, an unmapped domain would be a game variant which is very far from being solved- such as deep stack 5cPLO.

The subject of this essay is how the determinants for extraordinary success change from the moment that a novel, unmapped domain is first explored. Along the way I will describe to the reader the creation and adoption of maps as a means of organizing knowledge about a domain. The discussion will serve to throw a light on the nature of the first generation of successful poker players, demonstrate that the training sites that they built are extensions of their respective natures, and explain why their training models are inadequate at the poker frontier.

This article is the second in the Cardquant Identity Series– a series in which I will introduce a number of new concepts to my readership, explain how they relate to my work at Cardquant, and how my work at Cardquant relates to my larger vision for my scientific research and my philosophical writing.

You can read the first part here: Where does the Mainstream Poker Training Stampede Lead?

The Ordinary Nature of Extraordinary Success in Well-Mapped Domains

Any intelligent human who wishes to act reasonably in a complex domain needs a ‘map’ of that domain from which he can use his reason to respond to the challenges he faces as he attempts to travel towards his chosen destination. Whilst the Westernized layperson associates the meaning of the word ‘map‘ with a graphical representation emphasizing physical distance and meaningful landmarks, I use the word ‘map‘ here in a much wider sense. Indeed, all of the academic disciplines that you are familiar with are attempts to focus on some part of Reality and then design a map to represent it. A map can include significant structural features, as well as fields and forces that dominate the domain. It is important to realize that every map is drawn up with the meanings and interests of a conscious user in mind (This idea is fundamental to the Philosophy of Science and is at the heart of many contemporary metaphysical conflicts, not least of which is the interpretation of Quantum Theories).

We will address different approaches to mapping novel domains in the next article in this series but, before we do so, we need to understand why success in unmapped domains is generally more lucrative and less predictable than success in well-mapped domains.

Well-mapped domains have very clear paths to expertise with recourse to training programs, recognized qualifications and a whole host of teachers, coaches, mentors and experts ready to assist young people with promise. As a consequence all well-mapped domains are dominated by those who have very strong natural aptitude for the particular skills concerned who also accumulate a lot of deliberate practice in the discipline. This opportunity for practice typic