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-YELLOW / Yellow / Review draft

MJ Memory Recall - Visual and measurement blueprints

New project sequence ยท proposed bindings

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

MJ Memory Recall / Yellow

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

INFORMATION FLOW BLUEPRINT
MJ Memory Recall

Declared source + context
    -> input shape / unit / evidence review
    -> Compare cue, entity, relation, context and trajectory; hold ambiguous margin and missing context; review updates independently.
    -> result + explicit status + source reference
    -> independent authority review when an external effect is requested

MEASUREMENT LABELS
- Episode: namespace + frame + observed_at + available_at + provenance
- Trace: actor + time + coordinates + units
- Recall: candidate + score + ambiguity + review
- Lifecycle: QUIESCE | SEAL | CHECKPOINT | DETACH | RECLAIM

DIAGRAM RULE
This is a new logical flow, not physical geometry, an approved circuit or a calibrated scale. Existing Yellow picture templates are reference geometry and may conflict with their titles. YP-093 is a known example requiring review. No geometry-to-language equivalence is inferred from a picture alone.

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