MJos Predictive Model | First manifestation of the Bangel Language

MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida

MJOS-20260924-MJ-MEMORY-RECALL-ORANGE / Orange / Review draft

MJ Memory Recall - Potential IP pathways

New project sequence ยท proposed bindings

Scoped episodic recall and a separate self-healing evaluation seam.

MJ Memory Recall / Orange

MJos Predictive Model | First manifestation of the Bangel Language
MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida

ENGINEERING CONTRIBUTION REGISTER
- Source package contains recall.bangel and kernel.bangel with validated Python transport and SQLite storage.
- Documented associative/trajectory/playbook recall, scoped memory, projection and resource lifecycle.
- Catalog reports 1,080 selections and 11,880 actor paths in schematic pixel coordinates.

CANDIDATE CONTRIBUTION
Document the exact implementation boundary, source version, creator contributions and differences from cited prior work before assessing any potential intellectual-property claim.

WHAT THIS RECORD ESTABLISHES
A source-backed description of the project and proposed Bangel evidence contract. It does not determine patentability, ownership, inventorship, freedom to operate or a distinct invention count.

PROVENANCE RULE
The requested MJ Physics Engineering publication identity does not relicense third-party dependencies or remove notices. White-paper source identities may be referenced but their excluded content is not reissued.

EVIDENCE LIMITS
- Catalog dimensions were read from current documentation, not recounted here.
- Geometry alone cannot identify an entity; 146 distinct complete assignments documented across the larger catalog.
- No user memory import, biological validation or physical memory reclamation claim.

Publication is pending owner review. White papers are excluded.

NO COMMERCIAL OR PUBLIC USE PERMITTED