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:
-
Hidden-state geometry — OBDA peak-break-layer, local peak band, and interaction metrics.
-
Semantic audit — active overclaim detection and mitigation-aware prompt/answer review.
-
Physics sanity advisory — coarse physics-quality warning layer, advisory-only.
-
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
Files
(260.7 kB)
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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
- Repository URL
- https://doi.org/10.57967/hf/8066