What we study.
How people stay in command of machines that act for them. The Fudoshin program covers how artificial and hybrid minds think, decide, and stay constrained under load.
Fudoshin program.
Active spine: S1 Agent Mathematics, the Lineage Equation as a capacity measure under load.
S1 · Thinking & understanding
Agent Mathematics: numeracy through graphs, information, and control. The Lineage Equation is the first capacity law — structural inertia, directed flux, and bottleneck rate composed into one invariant. Not advanced math pretending to be foundational.
S2 · Moral + cognitive under load
Viability before optimization. Dual-estimator interference: deliberation can degrade a correct fast answer. Plasticity and action stay gated by mode, reserve, and tissue health. Measurable constraint — not sermons.
S3 · Train + law algorithms
Proof ladder A–I with a contiguous-stage rule. Identification protocols, held-out prediction, causal intervention. The Lineage reference module is the first instrument: a law that needed a tool.
Focus questions.
Capacity under load
When structure, flux, and latency interact, what invariant still holds — and how do you prove it on live traces?
Decision collapse
When N hypotheses are live, what collapse rule is good — and how do you prove it?
Understanding structure
What structure improves multi-step understanding without over-completion?
Constraint under pressure
Where agents violate stated constraints under load — and how to measure it.
How we work.
Official maturity is the highest contiguous proof stage.
Observe
Look at real traces before naming anything.
Name primitives
Say what is measured and what zero means.
Write falsifiable laws
State what result would prove us wrong.
Experiment (misses count)
Run it. Misses count.
Promote only contiguous proof stages
No stage is claimed until the one below it holds.
Publish
Anyone can re-run it.
Instruments only when a law needs a tool
Tools follow results, not the other way around.