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-PINK / Pink / Review draft

MJ Memory Recall - Gateway, lifecycle and evidence

New project sequence ยท proposed bindings

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

MJ Memory Recall / Pink

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

PURPOSE AND CURRENT SCOPE
- 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.

MODEL PLACEMENT
MJ Memory Recall is documented as a project within the MJos Predictive Model. Its proposed Bangel binding must preserve the existing product boundary.

REQUEST TO RESULT
IF
Memory is available as of the query, in the same namespace/frame with authenticated provenance.
HOW
Compare cue, entity, relation, context and trajectory; hold ambiguous margin and missing context; review updates independently.
THEN
Return a bounded advisory memory match or HOLD; forecasts never become observations.

RELEASE CRITERIA
Record input identity, a reproducible procedure, expected outcome, actual evidence and authorized reviewer. A documentary sequence is complete only for its stated scope; execution and production readiness require separate evidence.

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