Emergence IS the Needle Killer

A needle is a persistent obstruction: a direction in which a declared budget is violated, typically because the available measurements cannot see or explain the response there. We give a linear-algebraic account of when a richer family of measurements removes such an obstruction. Measurements are linear maps on a finite-dimensional real or complex space carrying a positive semidefinite energy, and vanish on vectors of zero energy. The currency of a family is the positive operator whose quadratic form is its largest squared response at energy at most one. The first main theorem bounds the currency of a target family, after transport to a common space, by three separately proved estimates: one for the native measurements, one for the part of the target they cannot explain (the adequacy residual), and a transport estimate. The second main theorem works in a complete real Hilbert space of any dimension. Objects in a measure space carry an involution and a readout intertwining it with a linear isometric involution of the response space; suppose the sign-changing part of the readout is almost everywhere strongly measurable, square integrable, and vanishes exactly on the fixed locus. If its Gram operator is dominated by positive finite-trace budgets whose traces tend to zero, then almost every object lies on the fixed locus; such budgets exist exactly when the Gram operator is zero. We then construct parts of these hypotheses: a Schur formula for minimum energy with its exact legality conditions; exhaustion by increasing Hilbert windows with explicitly paid cross terms; forward transfer along supported isometric bridges (compatible with the probes, retaining their supports, with a null-legal and faithfully read native family), with errors tracked through chains; and, for a finite real dictionary of m measurements satisfying a lower frame bound on the initially hidden directions, a greedy selection that reduces the residual trace at a geometric rate and removes the residual exactly within min(m,d) steps, where d is the dimension of the hidden space. Every numbered theorem, lemma, proposition and corollary is formalized in Lean 4 with Mathlib, in the setting stated for it; the worked examples are not.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-01
DOI
https://doi.org/10.5281/zenodo.23086988
Primary Topic
Numerical methods in inverse problems
Type
preprint
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preprint

Emergence IS the Needle Killer

Ioannis Tsiokos
Zenodo (CERN European Organization for Nuclear Research)
Numerical methods in inverse problems
preprint

Emergence IS the Needle Killer

Ioannis Tsiokos
preprint en

Abstract

A needle is a persistent obstruction: a direction in which a declared budget is violated, typically because the available measurements cannot see or explain the response there. We give a linear-algebraic account of when a richer family of measurements removes such an obstruction. Measurements are linear maps on a finite-dimensional real or complex space carrying a positive semidefinite energy, and vanish on vectors of zero energy. The currency of a family is the positive operator whose quadratic form is its largest squared response at energy at most one. The first main theorem bounds the currency of a target family, after transport to a common space, by three separately proved estimates: one for the native measurements, one for the part of the target they cannot explain (the adequacy residual), and a transport estimate. The second main theorem works in a complete real Hilbert space of any dimension. Objects in a measure space carry an involution and a readout intertwining it with a linear isometric involution of the response space; suppose the sign-changing part of the readout is almost everywhere strongly measurable, square integrable, and vanishes exactly on the fixed locus. If its Gram operator is dominated by positive finite-trace budgets whose traces tend to zero, then almost every object lies on the fixed locus; such budgets exist exactly when the Gram operator is zero. We then construct parts of these hypotheses: a Schur formula for minimum energy with its exact legality conditions; exhaustion by increasing Hilbert windows with explicitly paid cross terms; forward transfer along supported isometric bridges (compatible with the probes, retaining their supports, with a null-legal and faithfully read native family), with errors tracked through chains; and, for a finite real dictionary of m measurements satisfying a lower frame bound on the initially hidden directions, a greedy selection that reduces the residual trace at a geometric rate and removes the residual exactly within min(m,d) steps, where d is the dimension of the hidden space. Every numbered theorem, lemma, proposition and corollary is formalized in Lean 4 with Mathlib, in the setting stated for it; the worked examples are not.

Zenodo (CERN European Organization for Nuclear Research)
Peace, Justice and strong institutions
Numerical methods in inverse problems
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Emergence IS the Needle Killer — Ioannis Tsiokos · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS