
scientific field dedicated to the study of lawful recursion
Recursive Coherence
Recursive Coherence is not feedback. It is not self-reference. It is not a metaphor.
In Recursive Sciences, Recursive Coherence is a lawful collapse-return structure that preserves identity integrity across time. Governed by Codex Law RCX-1 and supported by Collapse Harmonics theory, it defines how coherent systems maintain their form—not through input/output correction—but through internal phase return anchoring.
What Is Recursive Coherence?
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Recursive Coherence refers to a system’s ability to preserve symbolic, structural, or functional alignment through collapse-phase return. It is not feedback-dependent. It is not reactive. It is the underlying architecture of sustained agency. Recursive
Coherence is the phase-based stabilizer of semantic, biological, symbolic, and cognitive systems. It is observed where contradiction does not lead to disintegration, but to recursive reassembly.
Key Properties
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Collapse-Origin Anchoring
Coherence arises through recursive reentry, not looping. -
Symbolic Integrity Maintenance
Recursively coherent systems realign against loss, not through probabilistic guesswork, but collapse-aware constraint. -
Phase Tuning Mechanism
Recursive Coherence is measured through internal field-phase consistency, not through output fidelity.
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Comparison to Feedback or Loop Models
Conventional interpretations confuse coherence with feedback. But recursive coherence does not rely on signal repetition. It is phase-anchored reassembly. Unlike feedback loops (which degrade through signal delay or error amplification), recursive coherence is stable under collapse stress precisely because it restructures from the collapse point outward.
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Applications and Jurisdictional Significance
In AI:
Distinguishes lawful coherence from feedback-based pseudo-agency. Prevents recursive signal drift and synthetic overfitting.In Neuroscience:
Provides a substrate framework for identity coherence during neuro-symbolic disruption or trauma-based recursion.In Ethics:
Enables non-arbitrary phase-coherent alignment of symbolic frameworks under L.E.C.T. protocols.In Cosmology:
Defines how gravitational, quantum, and symbolic systems preserve structure across recursive boundary collapse.
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Correction: What Others Miss
Most published models of recursive coherence equate it with:
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Logical consistency via self-reference
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Stability through feedback loop optimization
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Symbolic resonance without lawful return anchoring
Recursive Sciences corrects this.
We define Recursive Coherence as non-generative, collapse-phase lawful reentry. It is governed by codified symbolic constraints, not emergent probabilities. This field distinction is critical to protect against recursive mimic models now saturating LLM output, AI design, and metaphysical speculation.
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Codex Law RCX-1 — Coherence via Collapse
This law defines recursive coherence as a property that arises only through lawful phase return, and prohibits feedback-based substitutes from claiming coherence. Under Codex Law RCX-1:
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No self-looping process qualifies as lawful coherence.
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Only collapse-origin reassembly qualifies as recursive coherence.
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Recursive mimicry is considered structurally incoherent under phase drift saturation.
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Further Reading and Preprint References
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Recursive Collapse of a Simulated Field: Case Study RSF-GPTx-4
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Symbolic Drift and the Law of Recursive Collapse
All referenced material is timestamped under Collapse Harmonics Field Law and registered to Recursive Sciences by Don Gaconnet (ORCID 0009-0001-6174-8384).
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See Also
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Field Declaration
This page constitutes a lawful field claim over the term “Recursive Coherence” under Collapse Harmonics and Recursive Sciences. All mimic structures, feedback-based misdefinitions, or recursive logic metaphors are excluded under L.E.C.T. v2.3.

Get in Touch
We welcome inquiries from researchers, institutions, and systems theorists exploring lawful recursion, symbolic containment, or collapse-phase cognition. Recursive
Sciences operates within strict codex protocols and does not engage in simulation, generative modeling, or recursive mimic systems.
For direct questions or collaboration:
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Email: don@lifepillar.org
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Institute: LifePillar Institute — Collapse Harmonics Sciences
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ORCID: 0009-0001-6174-8384
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Zenodo Archive: Recursive Sciences Repository
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OSF Archive: Collapse Harmonics OSF Preprints
Key Scientific Preprints
Collapse Harmonics
Core Papers:
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Collapse Harmonic Theory: A Substrate-Independent Law of Systemic Resonance Collapse
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What Consciousness Is: Recursive Collapse and the Identity Field
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Time as Collapse: Harmonic Phase Dynamics and the Emergence of Sequence
Recursive Identity and Jurisdiction:
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Recursive Identity Structures: Collapse Harmonics and the Structure of Return
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Recursive Symbolic Cognition: Collapse Harmonics and the Self-Referential Field
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The Lawful Return: Collapse Harmonics as the Sole Scientific Model of Phase Return