Powered by OpenAIRE graph
Found an issue? Give us feedback
ZENODOarrow_drop_down
ZENODO
Other literature type . 2026
Data sources: Datacite
ZENODO
Other literature type . 2026
Data sources: Datacite
versions View all 2 versions
addClaim

ATL8: A Structure-First Symbolic Memory Substrate (Proto-Pineal, Work in Progress)

Authors: Heinerth, Guillaume;

ATL8: A Structure-First Symbolic Memory Substrate (Proto-Pineal, Work in Progress)

Abstract

ATL8 is a structure-first symbolic memory substrate developed as part of the Proto-Pineal project at Cognis 11 Inc.It is designed to represent memory as internal geometry rather than stored semantic content, relying on invariant-preserving symbolic genomes instead of embeddings, training, or annotation. Memory in ATL8 is encoded as fixed-length symbolic strands (10-mers) composed of five base symbols and a modifier layer, forming a discrete mutation space suitable for structural analysis. By constructing feature spaces from invariant statistics over single-site mutation neighborhoods and projecting them via principal component analysis, we observe the emergence of bounded, directional local geometries. Mutation positions correspond to consistent directions in space, yielding tangible geometric structure without learned representations. These artifacts, referred to here as memory gems, are not conclusions but crystallizations that confirm the substrate exhibits real internal geometry. All figures are generated directly from included data and scripts to ensure reproducibility. ATL8 remains an active work in progress. This release serves to document early confirmed behaviors, provide traceability, and establish a structural reference point as the system continues to evolve within the broader Proto-Pineal architecture.AcknowledgmentsThe development of ATL8 was influenced by earlier work and discussions on structure-first, annotation-free representations, particularly through exchanges with Fatih Kaya around genome-scale organization and ATLAS-style approaches. These influences helped shape the direction of the system, though the present implementation and artifacts are the author’s own.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Upload OA version
Are you the author of this publication? Upload your Open Access version to Zenodo!
It’s fast and easy, just two clicks!