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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>TASUMER MAF</title>
<meta name="description" content="Cybernetics consulting. Lattice topology research. Open tools.">
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<link rel="stylesheet" href="style.css">
</head>
<body>
<section id="hero">
<div class="hero-content">
<h1>TASUMER MAF</h1>
<p class="hero-greek">κυβερνήτης — the steersman</p>
<p class="hero-tagline">Cybernetics consulting. Lattice topology research. Open tools.</p>
</div>
<div class="hero-canvas" id="rd-canvas"></div>
</section>
<section id="thesis">
<div class="section-inner">
<h2>Examine Every Default</h2>
<p>Every computation — neural networks, simulations, databases — defaults to
<strong>cubic lattice topology</strong>: 6-connected grids. Each node talks to
6 neighbors along 3 axis-aligned directions. It is the geometry of spreadsheets,
voxel grids, and attention heads. Nobody chose it. It was just there.</p>
<p>The <strong>FCC lattice</strong> gives each node 12 neighbors along 6
face-diagonal directions. Its Voronoi cell is the <em>rhombic dodecahedron</em> —
a 14-vertex polyhedron that tessellates all of 3D space. Kepler proved it packs
spheres optimally in 1611. Hales confirmed it in 2005. Under real-world
heterogeneous conditions, it provides <span class="hero-stat">6.1×</span>
the algebraic connectivity of the cube.</p>
<div class="thesis-stat">
<div class="big-num">6.1×</div>
<div class="big-label">algebraic connectivity under corpus weights (Paper 2)</div>
</div>
<p>The cube is not the enemy — it is the skeleton. The rhombic dodecahedron
<em>contains</em> the cube: its 8 trivalent vertices ARE the cube’s corners.
The 6 tetravalent vertices are the bridges that convert cubic topology into
space-filling FCC. <strong>TeLoRA</strong> adds a learnable bridge matrix between
LoRA’s A and B projections. At n=6, a cybernetic feedback mechanism (the Steersman)
discovers rhombic dodecahedral geometry: 100% block-diagonal bridges, peak
coupling ratio 82,854:1, across four model families (1.1B–14B).</p>
<div class="paper-arc">
<div class="arc-step">
<div class="arc-num"><a href="https://github.com/tasumermaf/rhombic/blob/main/paper/rhombic.tex">Paper 1</a></div>
<div class="arc-q">“What happens when you replace the cube?”</div>
<div class="arc-a">The comparison.</div>
</div>
<div class="arc-arrow">→</div>
<div class="arc-step">
<div class="arc-num"><a href="https://github.com/tasumermaf/rhombic/blob/main/paper/rhombic-paper2.tex">Paper 2</a></div>
<div class="arc-q">“Does structure amplify or attenuate?”</div>
<div class="arc-a">The mechanism.</div>
</div>
<div class="arc-arrow">→</div>
<div class="arc-step">
<div class="arc-num"><a href="https://github.com/tasumermaf/rhombic/blob/main/paper/rhombic-paper3.tex">Paper 3</a></div>
<div class="arc-q">“What happens when you embrace the cube?”</div>
<div class="arc-a">The discovery.</div>
</div>
</div>
</div>
</section>
<section id="steersman">
<div class="section-inner">
<h2>The Steersman</h2>
<p>Cybernetics was born as the science of communication and control — the study
of how systems regulate themselves through circular causation, not through command.
TASUMER MAF applies this principle to AI systems architecture, organizational
design, and computational infrastructure.</p>
<div class="pioneers">
<div class="pioneer">
<div class="pioneer-meta"><div class="pioneer-name">Wiener</div><div class="pioneer-year">1948</div></div>
<div class="pioneer-body"><p><span class="pioneer-concept">Communication and control.</span>
Named the field for the steersman who reads the wake and adjusts the rudder.
Governance emerges from feedback, not force.</p></div>
</div>
<div class="pioneer">
<div class="pioneer-meta"><div class="pioneer-name">Ashby</div><div class="pioneer-year">1956</div></div>
<div class="pioneer-body"><p><span class="pioneer-concept">Requisite Variety.</span>
A regulator must have at least as much variety as the system it regulates.
12 connections absorb what 6 cannot.</p></div>
</div>
<div class="pioneer">
<div class="pioneer-meta"><div class="pioneer-name">Beer</div><div class="pioneer-year">1959</div></div>
<div class="pioneer-body"><p><span class="pioneer-concept">Viable System Model.</span>
Organizational topology IS architecture topology. The structure of a viable
system mirrors the structure of the environment it must absorb.</p></div>
</div>
<div class="pioneer">
<div class="pioneer-meta"><div class="pioneer-name">Bateson</div><div class="pioneer-year">1972</div></div>
<div class="pioneer-body"><p><span class="pioneer-concept">Ecology of Mind.</span>
The observer is part of the system. The map participates in the territory.
The tool that measures connectivity is itself a connected system.</p></div>
</div>
<div class="pioneer">
<div class="pioneer-meta"><div class="pioneer-name">Maturana & Varela</div><div class="pioneer-year">1973</div></div>
<div class="pioneer-body"><p><span class="pioneer-concept">Autopoiesis.</span>
A system that produces the components that produce the system.
Research produces evidence produces tools produces research.</p></div>
</div>
<div class="pioneer">
<div class="pioneer-meta"><div class="pioneer-name">Pask</div><div class="pioneer-year">1975</div></div>
<div class="pioneer-body"><p><span class="pioneer-concept">Conversation Theory.</span>
Knowledge emerges through structured dialogue between participants.
Human-AI collaboration as Paskian conversation.</p></div>
</div>
<div class="pioneer">
<div class="pioneer-meta"><div class="pioneer-name">Von Foerster</div><div class="pioneer-year">1995</div></div>
<div class="pioneer-body"><p><span class="pioneer-concept">Ethics of self-reference.</span>
“Act always so as to increase the number of choices.”
Open methodology expands the space. Proprietary results fund the expansion.</p></div>
</div>
</div>
<div class="scale-callout">
<div class="scale-card"><div class="scale-label">Micro</div>
<div class="scale-desc">Weight matrix: TeLoRA bridge discovers rhombic dodecahedral geometry</div></div>
<div class="scale-card"><div class="scale-label">Meso</div>
<div class="scale-desc">Research loop: evidence → tools → consulting → experiments</div></div>
<div class="scale-card"><div class="scale-label">Macro</div>
<div class="scale-desc">Enterprise: the organization produces the research that produces the organization</div></div>
</div>
</div>
</section>
<section id="tools">
<div class="section-inner">
<h2>Tools</h2>
<div class="tool-cards">
<div class="tool-card">
<h3>rhombic</h3>
<div class="tool-meta">312 tests · MPL-2.0 · Python 3.10–3.12</div>
<p>Lattice topology benchmarks proving cubic networks leave 6.1× connectivity
on the table. TeLoRA neural module with cybernetic Steersman feedback.</p>
<a href="https://github.com/tasumermaf/rhombic">GitHub</a> ·
<a href="https://pypi.org/project/rhombic/">PyPI</a> ·
<a href="https://huggingface.co/spaces/timotheospaul/rhombic">Demo</a>
</div>
<div class="tool-card">
<h3>The Adversary</h3>
<div class="tool-meta">7-round audit · MPL-2.0</div>
<p>Agent-driven adversarial paper audit framework. 232 findings across 7 rounds,
87 fixed, zero critical remaining.</p>
<a href="https://github.com/tasumermaf/the-adversary">GitHub</a>
</div>
<div class="tool-card">
<h3>LIOTHIL</h3>
<div class="tool-meta">MIT</div>
<p>Research environment scaffold for Claude Code. Domain knowledge injection,
multi-agent orchestration, epistemic charter enforcement.</p>
<a href="https://github.com/tasumermaf/LIOTHIL">GitHub</a>
</div>
</div>
</div>
</section>
<section id="circuit">
<div class="section-inner">
<h2>The Circuit</h2>
<p>The autopoietic loop: each stage produces the next. The enterprise
is the thesis made organizational.</p>
<div class="circuit-container">
<div class="circuit-ring">
<svg class="circuit-svg" viewBox="0 0 380 380">
<defs>
<marker id="arrowhead" markerWidth="10" markerHeight="7" refX="10" refY="3.5" orient="auto">
<polygon points="0 0, 10 3.5, 0 7" fill="#FFD700" opacity="0.7" />
</marker>
</defs>
<!-- Research → Evidence -->
<path d="M 229,83 Q 262,55 268,103" stroke="#FFD700" stroke-width="1.5" fill="none" opacity="0.4" marker-end="url(#arrowhead)" />
<!-- Evidence → Consulting -->
<path d="M 303,170 Q 338,190 303,210" stroke="#FFD700" stroke-width="1.5" fill="none" opacity="0.4" marker-end="url(#arrowhead)" />
<!-- Consulting → Revenue -->
<path d="M 268,278 Q 262,325 229,298" stroke="#FFD700" stroke-width="1.5" fill="none" opacity="0.4" marker-end="url(#arrowhead)" />
<!-- Revenue → Experiments -->
<path d="M 151,298 Q 118,325 112,278" stroke="#FFD700" stroke-width="1.5" fill="none" opacity="0.4" marker-end="url(#arrowhead)" />
<!-- Experiments → Products -->
<path d="M 77,210 Q 42,190 77,170" stroke="#FFD700" stroke-width="1.5" fill="none" opacity="0.4" marker-end="url(#arrowhead)" />
<!-- Products → Research -->
<path d="M 112,103 Q 118,55 151,83" stroke="#FFD700" stroke-width="1.5" fill="none" opacity="0.4" marker-end="url(#arrowhead)" />
</svg>
<div class="circuit-node active">Research</div>
<div class="circuit-node">Evidence</div>
<div class="circuit-node">Consulting</div>
<div class="circuit-node">Revenue</div>
<div class="circuit-node">Experiments</div>
<div class="circuit-node">Products</div>
</div>
</div>
</div>
</section>
<section id="principles">
<div class="section-inner">
<h2>Principles</h2>
<ol class="principles-list">
<li><strong>Feedback, not force.</strong> The steersman reads the wind and adjusts. We demonstrate alternatives. The client steers.</li>
<li><strong>Only variety absorbs variety.</strong> A six-connected lattice cannot regulate twelve-fold complexity. When a system fails under load, the fix is geometric.</li>
<li><strong>Irreducibility.</strong> 1093 is prime. The value proposition is one thing, whole. Not decomposable into simpler products.</li>
<li><strong>The geometry is the argument.</strong> No borrowed aesthetics, no inflated claims. Here are the results. They speak for themselves.</li>
<li><strong>Eat your own cooking.</strong> The way you build a tool should embody its thesis. Meta-coherence separates serious work from cargo cult.</li>
<li><strong>Sparse results are data.</strong> A test that shows no advantage is a finding. An audit that finds nothing wrong is a deliverable.</li>
<li><strong>Cost is always reported alongside benefit.</strong> 2.4× connectivity at ~2× the edges. We say both.</li>
<li><strong>Open methodology, proprietary results.</strong> The recipe is free. The spice is ours.</li>
</ol>
</div>
</section>
<footer>
<div class="section-inner">
<p class="footer-brand">TASUMER MAF — Promptcrafted LLC · Los Angeles</p>
<p class="footer-meta"><a href="https://github.com/tasumermaf">GitHub</a> · <a href="https://pypi.org/project/rhombic/">PyPI</a> · <a href="https://huggingface.co/spaces/timotheospaul/rhombic">HF Space</a></p>
<p class="footer-prime">1093 = prime.</p>
</div>
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