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-RAINBOW / Rainbow / Review draft

MJ Memory Recall - Cross-system expression

New project sequence ยท proposed bindings

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

MJ Memory Recall / Rainbow

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

CROSS-SYSTEM PATH
Human purpose -> MJ scope -> Bangel expression -> Elsa compilation -> JP admission -> Joanna execution evidence -> applicable independent review -> bounded result.

PROJECT ADAPTER
Scoped episodic recall and a separate self-healing evaluation seam.
- Episode: namespace + frame + observed_at + available_at + provenance
- Trace: actor + time + coordinates + units
- Recall: candidate + score + ambiguity + review
- Lifecycle: QUIESCE | SEAL | CHECKPOINT | DETACH | RECLAIM

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

RELATIONSHIP STATUS
These links describe a proposed integration unless the cited source explicitly implements it. In particular, grouping BarTide or Moana under the MJos model does not prove an installed Bangel runtime in those products. Preserve type, clock, tenant and evidence provenance across every boundary.

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