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Research & Lineage

A quarter century, building toward one idea.

Emergent Intelligence is the synthesis of a deliberate research arc. Each stage named a piece of the same conviction: that the hardest problems yield not to linear force, but to systems that adapt. The lineage is traceable, and it is twenty-five years deep.

The Lineage

Four stages, one trajectory.


  • 2015

    Naming the problem: wicked problems and agent-based models

    The arc begins by defining the enemy. This work applies complexity science and agent-based models to project portfolio prioritization, establishing the class of challenge — wicked problems — and proposing agents as the response mechanism. The same year, a doctoral dissertation studies emergence directly — how self-organizing stakeholder behavior shapes corruption in electronic government (e-government) — and a Cutter IT Journal paper makes business capability architecture the “tie that binds” enterprise change to strategy.

    “Taming the Wicked Problem of Portfolio Management” · Project Management Institute (PMI) Global Congress, 2015 Doctoral dissertation: “Emergent E-Government Stakeholder Self-Organizing Behavior Effects on Corruption” · Golden Gate University, 2015 “Business Capability Architecture Is the Tie that Binds All” · Cutter IT Journal, 25(12), 2015
  • 2017

    Naming emergence: the CHEF tool

    The word “Emergent” enters the acronym itself. This work applies cognitive, heuristic, and emergent decision-making to Artificial Intelligence in financial services, bridging big-data paradigm shifts with business capability architecture. The same invention is recorded in a granted United States patent — No. 10,896,396 — with priority to a provisional application filed October 18, 2016.

    “Compliments to the CHEF: A Cognitive and Heuristics-Based Emergent Financial Management Tool” · Cutter Consortium, 2017
  • 2022

    Emergence as economics: the Pluggable Economy

    The emergent architecture is expressed as an economic framework: autonomous agents — products, people, businesses — connecting through standardized interfaces to produce systemic outcomes no central planner designed.

    The Pluggable Economy · pluggablebusiness.com, 2022
  • Now

    Emergence in practice: the Architecture Review Board (ARB) Agentic AI system

    The living implementation: an ARB agentic system of eight or more specialized agents, with a Chief Architect agent as orchestrator. Emergent Intelligence theory, applied to enterprise governance — under construction today.

    A current research-and-build project of Enduraman Corporation

The Grounding

Standing on established science.


Emergent Intelligence cites its foundations and then bridges to application. The credibility is borrowed from the science; the contribution is in the synthesis.

Wicked Problems

Rittel & Webber

Horst Rittel and Melvin Webber defined the wicked problem: ill-formulated, ever-shifting, never finally solved. It is the problem class that linear methods cannot close on — and the one Emergent Intelligence is built to meet.

Complex Adaptive Systems

Melanie Mitchell

Work in complexity science — including Melanie Mitchell's — establishes how systems of simple, interacting parts produce adaptive, intelligent behavior. This is the scientific home of emergence.

Agent-Based Modeling

The method

Agent-based modeling provides the laboratory: a way to build a system from autonomous agents and observe what emerges, rather than assuming the outcome in advance.

The Intellectual Lineage

What came before — and what this theory adds.


Emergent Intelligence claims no discovery of emergence. It credits a long line of thinkers, then stakes a narrow, specific contribution. The honest accounting is the credible one.

Order without a central governor was named by Adam Smith, Adam Ferguson, and Friedrich Hayek; design without a designer by Charles Darwin; the word “emergent” by George Henry Lewes and the British Emergentists. Robert Merton named unintended consequences; Norbert Wiener and W. Ross Ashby formalized feedback and self-organization; Philip Anderson argued that “more is different.” Ilya Prigogine showed order arising from dissipation; John Holland, Murray Gell-Mann, and Stuart Kauffman built complex adaptive systems into a science at the Santa Fe Institute; Rodney Brooks demonstrated intelligence without central representation; and Elinor Ostrom showed, empirically, that a commons can be governed by a few simple rules. Emergent Intelligence stands on this canon and adds nothing to its discovery.

Its contribution is narrower, and stated plainly — three claims:

Claim One

Unification

Intelligence — human, machine, organizational, civilizational — treated as one emergent phenomenon under a single named general theory.

Claim Two

Prescription

A buildable mechanism — capability catalog, agent-based model, feedback loop — for architecting the conditions of emergence. The canon describes; this theory engineers.

Claim Three

Recursion

Intelligence as the capability that creates capabilities — now demonstrable in agentic Artificial Intelligence (AI), including the Architecture Review Board (ARB) system.

Published Work

The peer-reviewed, conference, and patent record.


The theory rests on a published and patented body of work. Citations are listed by title, venue, and year; direct links will be added as canonical sources are confirmed.

U.S. Patent No. 10,896,396 B1 — Cognitive and Heuristics-Based Emergent Financial Management

A granted method and system for emergent, heuristic, and cognitive financial decision-making that integrates business capability architecture. Sole inventor: Andrew “Drew” Guitarte; assignee: Wells Fargo Bank, N.A. Priority to a provisional application filed October 18, 2016; granted January 19, 2021; extended through continuations in the same patent family (U.S. Patents 11,593,745 and 11,720,847).

Compliments to the CHEF: A Cognitive and Heuristics-Based Emergent Financial Management Tool

On big-data paradigm shifts, business capability architecture, and Artificial-Intelligence-driven emergent decision-making in financial services.

Taming the Wicked Problem of Portfolio Management

Applying complexity science and agent-based models to project portfolio prioritization — the paper that named the problem class and introduced agents as the response.

Emergent E-Government Stakeholder Self-Organizing Behavior Effects on Corruption

An empirical study of self-organizing stakeholder behavior — emergence in a live institutional system — and its effects on corruption in electronic government (e-government). Emergence and self-organization, named in the title and studied directly.

Business Capability Architecture Is the Tie that Binds All

Frames business capability architecture (BCA) as the enterprise pattern that binds every change to business strategy — enterprise architecture as transformation. The conceptual backbone the 2017 CHEF tool and the granted patent later build on.

Author: Andrew “Drew” Guitarte.

Continue

From the lineage to the living theory.

The research arc leads somewhere. Read how the pieces resolve into a single framework — and where it goes next.