Blog
From Subjectivity to Polycontextural Logic
· 17 min read
Subjectivity means different observers reach different yet valid conclusions. Gotthard Günther’s polycontextural logic turns that into a formal account of self-reflection, and shows why today’s mono-contextural AI cannot manage it. Two network models of consensus and graph colouring make the idea concrete.
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Reading the Money Flow: Winning the Bremen Big Data Challenge 2025 Without a Black Box
· 4 min read
Winning the 2025 Bremen Big Data Challenge anti-money-laundering track with an F1 of 0.9992, by reading network structure instead of training a black-box model.
Read more →Two Observers, Two Truths: Why Physics Runs on Transformations
· 7 min read
Two observers measure the same experiment and get contradictory results — both correct. Gotthard Günther's polycontextural logic explains why physics needs transformations.
Read more →When the Environment Remembers: Memory Effects in Synthetic Biology
· 9 min read
Why a genetic module behaves differently inside a cell: the environment has a memory. We compute that memory kernel exactly by mapping reaction chains onto random walks.
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Burst Noise Can Create and Destroy Bistability in Chemical Systems
· 8 min read
Burst noise can create or destroy bistability in a one-dimensional chemical system without changing its deterministic equations.
Read more →How the Drive Shapes Self-Organized Criticality — and When It Doesn't
· 7 min read
Changing where grains enter an Abelian Sandpile can preserve criticality (α ≈ 1.021) or destroy it via a percolation transition at p_c ≈ 0.58.
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