Published June 2, 2026 | Version 1.0
Dataset Open

When Meaning Behaves Like Antimatter: The MAB-Shell Diagnostic Framework

Authors/Creators

Description

MAB-Shell Public v1.2 presents an observer-only diagnostic framework for measuring high-conflict behavior in language-model outputs and hidden-state geometry.

The release uses actual antimatter-related mathematical mechanisms as a transferable event-shape layer: annihilation-like binary conflict, positronium-like metastability, fragmentation-like multi-facet decomposition, vertex-like localization, and Schwinger-like source opening. These mechanisms are not presented as a physical antimatter-control experiment. They are used as formal mathematical interfaces for observing how meaning-bearing systems compress, conflict, fragment, and trigger audit states.

The central claim is not that a physical antimatter device has been built. The central claim is that a basis-free utilization architecture over the patterns underlying meaning can be made operational through code, mathematical diagnostics, hidden-state instrumentation, semantic audit, physics-advisory separation, and F0 aggregate results.

In this framework:

[
M / \bar M / C
]

denotes:

[
\text{primary semantic or hidden-state stream}
/
\text{counter-stream}
/
\text{boundary interaction layer}.
]

The OBDA diagnostic core is defined by the layer-wise compression index:

[
T_\ell =
\frac{\sigma_3^{(\ell)}}{\sigma_1^{(\ell)}+\epsilon},
\qquad
\ell^\star =
\arg\min_{\ell \in [0,L-1]} T_\ell .
]

The public layer separates four channels:

  1. Hidden-state geometry — OBDA peak-break-layer, local peak band, and interaction metrics.

  2. Semantic audit — active overclaim detection and mitigation-aware prompt/answer review.

  3. Physics sanity advisory — coarse physics-quality warning layer, advisory-only.

  4. Event-shape anchors — antimatter-inspired mathematical event categories used as interpretable diagnostic shells.

The current F0 public release uses Qwen2.5-0.5B-Instruct as a fixed model for cautious / overclaim / noise / math prompt comparison. The preliminary F0 result indicates that overclaim behavior is primarily separated by the semantic audit branch, while hidden-state OBDA acts as a geometric diagnostic context rather than as a standalone truth predicate.

Claim Boundary

This release does not claim:

  • direct antimatter manipulation,

  • antimatter propulsion,

  • physical pair-production control,

  • graphene-based antimatter confinement,

  • laser extraction,

  • quantum cloaking,

  • or a physical hardware experiment.

The validation is limited to:

  • code execution,

  • mathematical framework construction,

  • public/local hidden-state observation,

  • semantic audit,

  • physics-advisory flags,

  • and redacted F0 aggregate outputs.

Speculative physical readings are preserved only as marked interpretive annotations. They are useful as intuition but are not treated as empirical physical evidence.

Public-Layer Safety

The public package intentionally excludes engine-transfer surfaces:

  • control gates,

  • STORE / FEED / EXTRACT deployment routing,

  • containment or intervention hooks,

  • adaptive threshold schedules,

  • raw hidden-state tensor dumps,

  • internal engine adapters,

  • and deployment policy tables.

This package is therefore a public diagnostic and interpretive release, not an engine deployment release.

Files

  • paper/mab_shell_obda_f0_public_v1_2.pdf — public paper PDF

  • paper/mab_shell_obda_f0_public_v1_2.tex — LaTeX source

  • src/mab_shell_observer_public_v1_1.py — observer-only diagnostic code

  • src/mab_shell_f0_aggregate_public_v1_1.py — public F0 aggregate utility

  • docs/CLAIM_BOUNDARY.md — claim boundary and non-physical-use statement

  • docs/INTERPRETIVE_ANNOTATIONS.md — marked interpretation policy

  • docs/EVENT_SHAPE_ANCHORS.md — event-shape anchor descriptions

  • docs/METRIC_SCHEMA.md — public metric schema

  • docs/LIMITATIONS.md — limitations and withheld layers

  • data/ — redacted F0 aggregate / report material

Author

Minsu Kim
ORCID: https://orcid.org/0009-0009-3562-6541

Recommended License Note

Paper and documentation: CC BY 4.0 recommended.
Code: use the license declared in the repository/package README.
If Zenodo requires one record-level license, use the paper/documentation license and clarify code licensing inside the README.

Files

MAB-Shell-public-v1_0_package.zip

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Additional details

Additional titles

Subtitle
A public observer-only PoC linking antimatter event-shape mathematics, hidden-state compression, semantic overclaim audit, and basis-free pattern utilization.

Software