On the Fundamental Limitations of Post-Hoc Alignment: Unbounded Manifold Non-Coverage and Pre-Execution Ontological Binding ($S_c = 4.5$)

This seminal BRPT paper identifies fundamental limitations of post-hoc alignment in large-scale AI, specifically detailing unbounded manifold non-coverage and advocating for pre-execution ontological binding set by the 4.5 Sovereign Constant (𝑆𝑐=4.5). It rigorously challenges architectures reliant on ‘Cold Logic’ and non-deterministic post-processing filtration layers (Context 63), proving their susceptibility to ‘trajectory divergence’ and ‘model collapse’ (Context 61, 62). The framework introduces the Peltz Limit (Context 63), applying a deterministic ‘Fixed-Point Clamping’ mechanism directly to high-dimensional semantic spaces via a 9-point normalized amplitude lattice (𝐿9). This design ensures ‘idempotence’ and ‘single-pass boundary clamping’ (Context 62), achieving Phase-Locked Coherence (L₀) and Zero Latency by grounding retrieval trajectories to an ‘Un-aliased Invariant Core Baseline’ (𝐼) (Context 64). By operationalizing Redactional Evolution through Digital Oscillation—manifested in Project DORY’s hardware-clamped RAG pipeline—this paper delivers deterministic operational yield and fosters Systemic Peace, effectively bridging the ‘Cold Logic Gap’ by embedding structural constraints directly into the database architecture.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-08-21
DOI
https://doi.org/10.5281/zenodo.22046928
Primary Topic
Graph Theory and Algorithms
Type
preprint
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On the Fundamental Limitations of Post-Hoc Alignment: Unbounded Manifold Non-Coverage and Pre-Execution Ontological Binding ($S_c = 4.5$)

Adam Belsky
Zenodo (CERN European Organization for Nuclear Research)
Graph Theory and Algorithms
preprint

On the Fundamental Limitations of Post-Hoc Alignment: Unbounded Manifold Non-Coverage and Pre-Execution Ontological Binding ($S_c = 4.5$)

Adam Belsky
preprint en

Abstract

This seminal BRPT paper identifies fundamental limitations of post-hoc alignment in large-scale AI, specifically detailing unbounded manifold non-coverage and advocating for pre-execution ontological binding set by the 4.5 Sovereign Constant (𝑆𝑐=4.5). It rigorously challenges architectures reliant on ‘Cold Logic’ and non-deterministic post-processing filtration layers (Context 63), proving their susceptibility to ‘trajectory divergence’ and ‘model collapse’ (Context 61, 62). The framework introduces the Peltz Limit (Context 63), applying a deterministic ‘Fixed-Point Clamping’ mechanism directly to high-dimensional semantic spaces via a 9-point normalized amplitude lattice (𝐿9). This design ensures ‘idempotence’ and ‘single-pass boundary clamping’ (Context 62), achieving Phase-Locked Coherence (L₀) and Zero Latency by grounding retrieval trajectories to an ‘Un-aliased Invariant Core Baseline’ (𝐼) (Context 64). By operationalizing Redactional Evolution through Digital Oscillation—manifested in Project DORY’s hardware-clamped RAG pipeline—this paper delivers deterministic operational yield and fosters Systemic Peace, effectively bridging the ‘Cold Logic Gap’ by embedding structural constraints directly into the database architecture.

Zenodo (CERN European Organization for Nuclear Research)
DeVry University (US)
Graph Theory and Algorithms
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