research / dictionary

The shared vocabulary, defined once.

Every paper and most working notes reuse the same handful of terms without re-deriving them. This page is that derivation, done once. Each entry links to the paper or note where it's actually proven or introduced — this page states them, it doesn't re-argue them.

the core framework

Ground stateS_g

For a system with a fixed total coupling budget, the specific configuration that maximizes coherence χ subject to that budget. Not a presumed target — a computable graph, defined as an argmax.

The Coherence Framework, §3
Displacementξ

Distance of the system's current state from its ground state, along some direction in the space of graphs with fixed budget. ξ = 0 at the ground state.

Optimal Maintenance / The Coherence Framework, §4
Displacement costD(ξ) = ½αξ²

The cost of being displaced by ξ. Originally assumed quadratic by convention; The Coherence Framework proves it as a theorem — the necessary leading-order term of coherence loss near any true maximum, since the first-order term vanishes there.

The Coherence Framework, §4
AttractorS*

The configuration a displaced system drifts toward over time, at some rate δ, if left alone.

Displacement Framework — Domain Applications
Return costC_return(τ) = f + bτ^(1+k)

The cost of returning to ground state after a displacement has been held for duration τ. Fixed cost f plus a term that grows superlinearly with how long the displacement was sustained — the longer you stay displaced, the more it costs to come back.

Optimal Maintenance

coherence, formally

Coherenceχ(G) = λ₁(L)

The Fiedler value of a system's graph Laplacian — the standard spectral-graph-theory measure of algebraic connectivity. A graph with χ = 0 is disconnected; larger χ means the graph resists being split into weakly-connected pieces.

The Coherence Framework, §2
Graph LaplacianL = D − A

The degree matrix minus the weighted adjacency matrix, for a system represented as a weighted graph (nodes = components — neurons, sentences, oscillators, people; edge weights = coupling strength). The object whose eigenvalues carry coherence.

The Coherence Framework, §2
Fiedler valueλ₁(L)

The smallest non-zero eigenvalue of a graph Laplacian. Named for Miroslav Fiedler; the standard quantity in spectral graph theory for "how connected" a graph is, independent of raw edge count.

The Coherence Framework, §2
Joint / dyadic coherenceχ(G_AB) = λ₁(L_AB)

The Fiedler value of the joint Laplacian of two coupled systems A and B. Proven not decomposable into χ(G_A) and χ(G_B) alone: λ₁(L_AB) ≥ min(χ(G_A), χ(G_B)), with equality only when cross-coupling is zero. Two individually coherent, entirely uncoupled systems have zero joint coherence — the formal content behind "coherence cannot be achieved alone."

The Coherence Framework, §5, Eq. 8
Sustained coherence

Coherence redefined as a property of a trajectory {χ(t)} rather than a single state: a high time-average of χ(t) over an interval, plus self-correction — a perturbation that drives χ down gets paid back via C_return rather than settling at a new, lower attractor. Built to give coherence duration, since experience has no zero-duration instance.

The Wall Was Time, §3, Def. 2
Spectral gap

The difference between a graph's dominant eigenvalues — used by Clarity as one of the client-side metrics alongside coherence score.

lib/spectral-grammar.ts, via Clarity

recurring diagnostic concepts

The introspection ceiling

Introspection reports contents with real authority — what you noticed, felt, remembered. Causes sit above that ceiling: Nisbett & Wilson 1977, choice blindness, the split-brain interpreter all show causal stories generated after the fact, not read off directly.

The Introspection Ceiling
Critical slowing down

Near a tipping point, a system returns more slowly from small perturbations. Recovery time, variance, and lag-1 autocorrelation all rise — a generic early-warning signal that shows up across ecology, climate, and physiology, independent of the specific system.

Recovery Time
Un-shortcuttability

A process whose rule is knowable in advance but whose outcome only comes by letting it happen — weather, development, quantum measurement, meaning, mind. The sameness across these domains is real; treating it as one single phenomenon rather than several distinct kinds is the mistake this note corrects.

Kinds of Un-shortcuttability
Self-organized criticality

A near-critical system where event size is independent of trigger size — one grain can set off an avalanche of any size (Gutenberg–Richter law; Bak, Tang & Wiesenfeld 1988). The mechanism behind the site's sandpile instrument.

Blaming the Grain
Working note vs. paper

A working note takes one claim from outside literature, grants its true kernel with real citations, corrects one over-reach, states a limit, and offers the result as a proposal — it never redefines the published framework's own math. A paper (this site's six DOI-bearing works) is what a working note becomes once it's been tested further and holds up as load-bearing.

site convention

Full derivations at papers. The everyday applications at working notes.