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6+ < title > TASUMER MAF</ title >
7+ < meta name ="description " content ="Cybernetics consulting. Lattice topology research. Open tools. ">
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13+ < body >
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15+ < section id ="hero ">
16+ < div class ="hero-content ">
17+ < h1 > TASUMER MAF</ h1 >
18+ < p class ="hero-greek "> κυβερνήτης — the steersman</ p >
19+ < p class ="hero-tagline "> Cybernetics consulting. Lattice topology research. Open tools.</ p >
20+ </ div >
21+ < div class ="hero-canvas " id ="rd-canvas "> </ div >
22+ </ section >
23+
24+ < section id ="thesis ">
25+ < div class ="section-inner ">
26+ < h2 > Examine Every Default</ h2 >
27+ < p > Every computation — neural networks, simulations, databases — defaults to
28+ < strong > cubic lattice topology</ strong > : 6-connected grids. Each node talks to
29+ 6 neighbors along 3 axis-aligned directions. It is the geometry of spreadsheets,
30+ voxel grids, and attention heads. Nobody chose it. It was just there.</ p >
31+ < p > The < strong > FCC lattice</ strong > gives each node 12 neighbors along 6
32+ face-diagonal directions. Its Voronoi cell is the < em > rhombic dodecahedron</ em > —
33+ a 14-vertex polyhedron that tessellates all of 3D space. Kepler proved it packs
34+ spheres optimally in 1611. Hales confirmed it in 2005. Under real-world
35+ heterogeneous conditions, it provides < span class ="hero-stat "> 6.1×</ span >
36+ the algebraic connectivity of the cube.</ p >
37+ < div class ="thesis-stat ">
38+ < div class ="big-num "> 6.1×</ div >
39+ < div class ="big-label "> algebraic connectivity under corpus weights (Paper 2)</ div >
40+ </ div >
41+ < p > The cube is not the enemy — it is the skeleton. The rhombic dodecahedron
42+ < em > contains</ em > the cube: its 8 trivalent vertices ARE the cube’s corners.
43+ The 6 tetravalent vertices are the bridges that convert cubic topology into
44+ space-filling FCC. < strong > TeLoRA</ strong > adds a learnable bridge matrix between
45+ LoRA’s A and B projections. At n=6, a cybernetic feedback mechanism (the Steersman)
46+ discovers rhombic dodecahedral geometry: 100% block-diagonal bridges, peak
47+ coupling ratio 82,854:1, across four model families (1.1B–14B).</ p >
48+ < div class ="paper-arc ">
49+ < div class ="arc-step ">
50+ < div class ="arc-num "> < a href ="https://github.com/tasumermaf/rhombic/blob/main/paper/rhombic.tex "> Paper 1</ a > </ div >
51+ < div class ="arc-q "> “What happens when you replace the cube?”</ div >
52+ < div class ="arc-a "> The comparison.</ div >
53+ </ div >
54+ < div class ="arc-arrow "> →</ div >
55+ < div class ="arc-step ">
56+ < div class ="arc-num "> < a href ="https://github.com/tasumermaf/rhombic/blob/main/paper/rhombic-paper2.tex "> Paper 2</ a > </ div >
57+ < div class ="arc-q "> “Does structure amplify or attenuate?”</ div >
58+ < div class ="arc-a "> The mechanism.</ div >
59+ </ div >
60+ < div class ="arc-arrow "> →</ div >
61+ < div class ="arc-step ">
62+ < div class ="arc-num "> < a href ="https://github.com/tasumermaf/rhombic/blob/main/paper/rhombic-paper3.tex "> Paper 3</ a > </ div >
63+ < div class ="arc-q "> “What happens when you embrace the cube?”</ div >
64+ < div class ="arc-a "> The discovery.</ div >
65+ </ div >
66+ </ div >
67+ </ div >
68+ </ section >
69+
70+ < section id ="steersman ">
71+ < div class ="section-inner ">
72+ < h2 > The Steersman</ h2 >
73+ < p > Cybernetics was born as the science of communication and control — the study
74+ of how systems regulate themselves through circular causation, not through command.
75+ TASUMER MAF applies this principle to AI systems architecture, organizational
76+ design, and computational infrastructure.</ p >
77+ < div class ="pioneers ">
78+ < div class ="pioneer ">
79+ < div class ="pioneer-meta "> < div class ="pioneer-name "> Wiener</ div > < div class ="pioneer-year "> 1948</ div > </ div >
80+ < div class ="pioneer-body "> < p > < span class ="pioneer-concept "> Communication and control.</ span >
81+ Named the field for the steersman who reads the wake and adjusts the rudder.
82+ Governance emerges from feedback, not force.</ p > </ div >
83+ </ div >
84+ < div class ="pioneer ">
85+ < div class ="pioneer-meta "> < div class ="pioneer-name "> Ashby</ div > < div class ="pioneer-year "> 1956</ div > </ div >
86+ < div class ="pioneer-body "> < p > < span class ="pioneer-concept "> Requisite Variety.</ span >
87+ A regulator must have at least as much variety as the system it regulates.
88+ 12 connections absorb what 6 cannot.</ p > </ div >
89+ </ div >
90+ < div class ="pioneer ">
91+ < div class ="pioneer-meta "> < div class ="pioneer-name "> Beer</ div > < div class ="pioneer-year "> 1959</ div > </ div >
92+ < div class ="pioneer-body "> < p > < span class ="pioneer-concept "> Viable System Model.</ span >
93+ Organizational topology IS architecture topology. The structure of a viable
94+ system mirrors the structure of the environment it must absorb.</ p > </ div >
95+ </ div >
96+ < div class ="pioneer ">
97+ < div class ="pioneer-meta "> < div class ="pioneer-name "> Bateson</ div > < div class ="pioneer-year "> 1972</ div > </ div >
98+ < div class ="pioneer-body "> < p > < span class ="pioneer-concept "> Ecology of Mind.</ span >
99+ The observer is part of the system. The map participates in the territory.
100+ The tool that measures connectivity is itself a connected system.</ p > </ div >
101+ </ div >
102+ < div class ="pioneer ">
103+ < div class ="pioneer-meta "> < div class ="pioneer-name "> Maturana & Varela</ div > < div class ="pioneer-year "> 1973</ div > </ div >
104+ < div class ="pioneer-body "> < p > < span class ="pioneer-concept "> Autopoiesis.</ span >
105+ A system that produces the components that produce the system.
106+ Research produces evidence produces tools produces research.</ p > </ div >
107+ </ div >
108+ < div class ="pioneer ">
109+ < div class ="pioneer-meta "> < div class ="pioneer-name "> Pask</ div > < div class ="pioneer-year "> 1975</ div > </ div >
110+ < div class ="pioneer-body "> < p > < span class ="pioneer-concept "> Conversation Theory.</ span >
111+ Knowledge emerges through structured dialogue between participants.
112+ Human-AI collaboration as Paskian conversation.</ p > </ div >
113+ </ div >
114+ < div class ="pioneer ">
115+ < div class ="pioneer-meta "> < div class ="pioneer-name "> Von Foerster</ div > < div class ="pioneer-year "> 1995</ div > </ div >
116+ < div class ="pioneer-body "> < p > < span class ="pioneer-concept "> Ethics of self-reference.</ span >
117+ “Act always so as to increase the number of choices.”
118+ Open methodology expands the space. Proprietary results fund the expansion.</ p > </ div >
119+ </ div >
120+ </ div >
121+ < div class ="scale-callout ">
122+ < div class ="scale-card "> < div class ="scale-label "> Micro</ div >
123+ < div class ="scale-desc "> Weight matrix: TeLoRA bridge discovers rhombic dodecahedral geometry</ div > </ div >
124+ < div class ="scale-card "> < div class ="scale-label "> Meso</ div >
125+ < div class ="scale-desc "> Research loop: evidence → tools → consulting → experiments</ div > </ div >
126+ < div class ="scale-card "> < div class ="scale-label "> Macro</ div >
127+ < div class ="scale-desc "> Enterprise: the organization produces the research that produces the organization</ div > </ div >
128+ </ div >
129+ </ div >
130+ </ section >
131+
132+ < section id ="tools ">
133+ < div class ="section-inner ">
134+ < h2 > Tools</ h2 >
135+ < div class ="tool-cards ">
136+ < div class ="tool-card ">
137+ < h3 > rhombic</ h3 >
138+ < div class ="tool-meta "> 312 tests · MPL-2.0 · Python 3.10–3.12</ div >
139+ < p > Lattice topology benchmarks proving cubic networks leave 6.1× connectivity
140+ on the table. TeLoRA neural module with cybernetic Steersman feedback.</ p >
141+ < a href ="https://github.com/tasumermaf/rhombic "> GitHub</ a > ·
142+ < a href ="https://pypi.org/project/rhombic/ "> PyPI</ a > ·
143+ < a href ="https://huggingface.co/spaces/timotheospaul/rhombic "> Demo</ a >
144+ </ div >
145+ < div class ="tool-card ">
146+ < h3 > The Adversary</ h3 >
147+ < div class ="tool-meta "> 7-round audit · MPL-2.0</ div >
148+ < p > Agent-driven adversarial paper audit framework. 232 findings across 7 rounds,
149+ 87 fixed, zero critical remaining.</ p >
150+ < a href ="https://github.com/tasumermaf/the-adversary "> GitHub</ a >
151+ </ div >
152+ < div class ="tool-card ">
153+ < h3 > LIOTHIL</ h3 >
154+ < div class ="tool-meta "> MIT</ div >
155+ < p > Research environment scaffold for Claude Code. Domain knowledge injection,
156+ multi-agent orchestration, epistemic charter enforcement.</ p >
157+ < a href ="https://github.com/tasumermaf/LIOTHIL "> GitHub</ a >
158+ </ div >
159+ </ div >
160+ </ div >
161+ </ section >
162+
163+ < section id ="circuit ">
164+ < div class ="section-inner ">
165+ < h2 > The Circuit</ h2 >
166+ < p > The autopoietic loop: each stage produces the next. The enterprise
167+ is the thesis made organizational.</ p >
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183+ < div class ="circuit-node active "> Research</ div >
184+ < div class ="circuit-node "> Evidence</ div >
185+ < div class ="circuit-node "> Consulting</ div >
186+ < div class ="circuit-node "> Revenue</ div >
187+ < div class ="circuit-node "> Experiments</ div >
188+ < div class ="circuit-node "> Products</ div >
189+ </ div >
190+ </ div >
191+ </ div >
192+ </ section >
193+
194+ < section id ="principles ">
195+ < div class ="section-inner ">
196+ < h2 > Principles</ h2 >
197+ < ol class ="principles-list ">
198+ < li > < strong > Feedback, not force.</ strong > The steersman reads the wind and adjusts. We demonstrate alternatives. The client steers.</ li >
199+ < 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 >
200+ < li > < strong > Irreducibility.</ strong > 1093 is prime. The value proposition is one thing, whole. Not decomposable into simpler products.</ li >
201+ < li > < strong > The geometry is the argument.</ strong > No borrowed aesthetics, no inflated claims. Here are the results. They speak for themselves.</ li >
202+ < 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 >
203+ < 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 >
204+ < li > < strong > Cost is always reported alongside benefit.</ strong > 2.4× connectivity at ~2× the edges. We say both.</ li >
205+ < li > < strong > Open methodology, proprietary results.</ strong > The recipe is free. The spice is ours.</ li >
206+ </ ol >
207+ </ div >
208+ </ section >
209+
210+ < footer >
211+ < div class ="section-inner ">
212+ < p class ="footer-brand "> TASUMER MAF — Promptcrafted LLC · Los Angeles</ p >
213+ < 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 >
214+ < p class ="footer-prime "> 1093 = prime.</ p >
215+ </ div >
216+ </ footer >
217+
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