κυβερνήτης — the steersman
Cybernetics consulting. Lattice topology research. Open tools.
Every computation — neural networks, simulations, databases — defaults to cubic lattice topology: 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.
The FCC lattice gives each node 12 neighbors along 6 face-diagonal directions. Its Voronoi cell is the rhombic dodecahedron — 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 6.1× the algebraic connectivity of the cube.
The cube is not the enemy — it is the skeleton. The rhombic dodecahedron contains 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. TeLoRA 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).
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.
Communication and control. Named the field for the steersman who reads the wake and adjusts the rudder. Governance emerges from feedback, not force.
Requisite Variety. A regulator must have at least as much variety as the system it regulates. 12 connections absorb what 6 cannot.
Viable System Model. Organizational topology IS architecture topology. The structure of a viable system mirrors the structure of the environment it must absorb.
Ecology of Mind. The observer is part of the system. The map participates in the territory. The tool that measures connectivity is itself a connected system.
Autopoiesis. A system that produces the components that produce the system. Research produces evidence produces tools produces research.
Conversation Theory. Knowledge emerges through structured dialogue between participants. Human-AI collaboration as Paskian conversation.
Ethics of self-reference. “Act always so as to increase the number of choices.” Open methodology expands the space. Proprietary results fund the expansion.
Lattice topology benchmarks proving cubic networks leave 6.1× connectivity on the table. TeLoRA neural module with cybernetic Steersman feedback.
GitHub · PyPI · DemoAgent-driven adversarial paper audit framework. 232 findings across 7 rounds, 87 fixed, zero critical remaining.
GitHubResearch environment scaffold for Claude Code. Domain knowledge injection, multi-agent orchestration, epistemic charter enforcement.
GitHubThe autopoietic loop: each stage produces the next. The enterprise is the thesis made organizational.