AI Research Scientist | Systems Designer

Understanding the foundations. Discovering the connections.

My independent research explores how understanding the underlying structure of complex systems can reveal new solutions, connect discoveries across disciplines and improve future problem-solving.

Conviction. First Principles. Discovery.

I believe the most important advances begin by questioning what we think is possible.

My work is driven by a conviction that the foundations of complex problems can reveal opportunities conventional approaches overlook - and that discoveries should improve not only individual solutions, but the process of discovery itself.

I develop and test systems designed to make that possible.

The Foundation

Understanding systems from their deepest foundations.

Originally developed to understand how powerful stories and coherent worlds are built, The Foundation evolved into a common, fractal structural language for describing systems.

It is designed to represent components, relationships and interacting systems at different scales, making seemingly unrelated disciplines comparable without losing what makes each unique.

This provides a foundation for understanding how systems work, diagnosing limitations, improving existing designs and creating entirely new ones.

Structural Intelligence

Discovering the principles that connect systems.

Structural Intelligence builds on The Foundation to identify consequential patterns, invariants, hidden constraints and governing principles across different systems.

Its purpose is not simply to find similarities, but to discover when knowledge from one problem can genuinely help solve another. Proposed connections must be tested against the mechanisms and limitations of each domain.

By retaining verified discoveries, failed approaches and their boundaries, the aim is to progressively improve how unfamiliar problems are understood and approached.

Research Evidence

I deliberately selected unfamiliar mathematical and computational domains with established baselines and objective correctness checks, allowing the research to be judged by its results.

Qualified Structural Memory

20/20 reference routes · 5.31× lower selection burden

Cross-domain holdout results comparing retained structural knowledge against cold routing and surface-result memory.

Cross-Domain Structural Transfer

4 computational families

A shared reduction strategy produced selected, correctness-checked results across Markov, stochastic, automata and linear-programming problems.

Numerical Optimization

1.59× Netlib · 2.10× Kennington

Enki + HiGHS performance in recorded internal comparisons against default HiGHS across 108 linear-programming benchmarks.

Specialist Routing

12 specialist designs

Research into selecting effective problem-solving methods by structural characteristics, with implemented components evaluated against generic baselines.

Independent research. Experimental methods, conditions and limitations are provided in the detailed evidence pages.

Collective Excellence

  • Chief Executive Officer

    Chief Executive Officer

    We count on this visionary to define strategic priorities, allocate resources responsibly, and ensure every decision reinforces long-term value creation.

  • Head of Operations

    Head of Operations

    We trust this leader to synchronize production, logistics, and support functions, cultivating dependable processes that uphold our service commitments.

  • Lead Engineer

    Lead Engineer

    We depend on this engineer to transform conceptual requirements into robust technical solutions that integrate seamlessly with existing infrastructures.

  • Client Services Manager

    Client Services Manager

    We empower this manager to maintain proactive client dialogue, demonstrating our accountability while anticipating emerging needs with tailored solutions.

  • “Learn how to see. Realize everything connects to everything else.”

    Leonardo da Vinci

  • “We observed immediate efficiency improvements after the implementation plan was executed precisely as outlined.”

    -- Valued Client

  • “Clear communication and rigorous analysis distinguished the team from prior vendors we engaged.”

    -- Procurement Lead

  • “Deliverables arrived ahead of schedule, enabling us to accelerate our own client commitments without risk.”

    -- Facility Director

Select a convenient time and our team will implement comprehensive solutions tailored to your objectives with measured precision.

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