The Wu-Wei Sampling Theorem: Event-Triggered Monitoring Carries One-Third the Error of Fixed-Cadence Sampling

Staged thematic record of the Viridis Canon (route: S2 (Monitoring)). The Intelligence-Bound spine is unchanged (frozen at v10.0.0, record 20801185); this record links to it via isDerivedFrom the concept DOI 10.5281/zenodo.19317982. Settles when to observe an ecosystem. At equal mean rate, event-triggered (send-on-delta / Lebesgue) monitoring carries exactly one-third the mean-square error of fixed-cadence (clock / Riemann) sampling, and the advantage grows with burstiness. A unique optimal trigger threshold Δ*=(b/a)^{1/4} sits between over-monitoring and illegibility; monitoring efficiency equals cos²Θ and forcing debt equals sin²Θ. The temporal dual of the Monitoring Water-Filling Theorem (the Surveyor); 20th IB self-application (the Listener). The 10 core theorems are machine-checked in Lean 4 (Aristotle, zero sorry, axioms ⊆ {propext, Classical.choice, Quot.sound}, statements verbatim and non-vacuous). Scope: the Lean proofs certify the validity of the discrete reasoning, not empirical magnitudes. Working record; paper pending; not peer-reviewed.

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Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-28
DOI
https://doi.org/10.5281/zenodo.20982948
Primary Topic
Computability, Logic, AI Algorithms
Type
preprint
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preprint

The Wu-Wei Sampling Theorem: Event-Triggered Monitoring Carries One-Third the Error of Fixed-Cadence Sampling

Justin Hart, Aristotle (Harmonic)
Zenodo (CERN European Organization for Nuclear Research)
Computability, Logic, AI Algorithms
preprint

The Wu-Wei Sampling Theorem: Event-Triggered Monitoring Carries One-Third the Error of Fixed-Cadence Sampling

Justin Hart, Aristotle (Harmonic)
preprint en

Abstract

Staged thematic record of the Viridis Canon (route: S2 (Monitoring)). The Intelligence-Bound spine is unchanged (frozen at v10.0.0, record 20801185); this record links to it via isDerivedFrom the concept DOI 10.5281/zenodo.19317982. Settles when to observe an ecosystem. At equal mean rate, event-triggered (send-on-delta / Lebesgue) monitoring carries exactly one-third the mean-square error of fixed-cadence (clock / Riemann) sampling, and the advantage grows with burstiness. A unique optimal trigger threshold Δ*=(b/a)^{1/4} sits between over-monitoring and illegibility; monitoring efficiency equals cos²Θ and forcing debt equals sin²Θ. The temporal dual of the Monitoring Water-Filling Theorem (the Surveyor); 20th IB self-application (the Listener). The 10 core theorems are machine-checked in Lean 4 (Aristotle, zero sorry, axioms ⊆ {propext, Classical.choice, Quot.sound}, statements verbatim and non-vacuous). Scope: the Lean proofs certify the validity of the discrete reasoning, not empirical magnitudes. Working record; paper pending; not peer-reviewed.

Zenodo (CERN European Organization for Nuclear Research)
University of Providence (US), Laboratoire Spécification et Vérification (FR)
Computability, Logic, AI Algorithms
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