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-BROWN / Brown / Review draft

MJ Memory Recall - Observational lifecycle

New project sequence ยท proposed bindings

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

MJ Memory Recall / Brown

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

OBSERVATIONAL LIFECYCLE
Purpose: Scoped episodic recall and a separate self-healing evaluation seam.

R / R0
Retain the proposed request and anticipated context; a forecast has not occurred.

R1
Record the unresolved or partially supported representation under its named source profile. Older unidentified-transition wording and later interpretation-state wording must not be merged silently.

N1 AND REPRESENTATION
Memory is available as of the query, in the same namespace/frame with authenticated provenance.
- Episode: namespace + frame + observed_at + available_at + provenance
- Trace: actor + time + coordinates + units
- Recall: candidate + score + ambiguity + review
- Lifecycle: QUIESCE | SEAL | CHECKPOINT | DETACH | RECLAIM

REVIEW TO OUTPUT
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.

RECOVERY
Return to the first named missing prerequisite. A changed input or new evidence permits another bounded pass. Repeated state or no progress stops recovery with the existing evidence intact. r9 remains the N5-N7 interpretation region where that separate profile applies.

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