MJos Predictive Model | First manifestation of the Bangel Language

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

MJOS-20260924-NEURAL-LOGIC-MAPPING-YELLOW / Yellow / Review draft

Neural Logic Mapping - Visual and measurement blueprints

New project sequence ยท proposed bindings

N1-N7 interpretation pathway with r9 covering N5-N7 and bounded recovery.

Neural Logic Mapping / Yellow

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

INFORMATION FLOW BLUEPRINT
Neural Logic Mapping

Declared source + context
    -> input shape / unit / evidence review
    -> Compare alternative readings across declared stages; separate observed structure from inferred intention; run bounded recovery only for a named gap.
    -> result + explicit status + source reference
    -> independent authority review when an external effect is requested

MEASUREMENT LABELS
- Observation: source + original form
- r0: first interpretation, provisional
- r1: articulation/relationship representation
- Intention: inferred claim + alternatives + evidence
- RecoveryAttempt: named gap + correction + progress

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
- Historical task is not a current source repository.
- Formalization explicitly said implementation/testing pending; later parser-valid snippets do not prove complete NLP/image interpretation implementation.
- Intent is inference; UNKNOWN != ZERO; you/You distinction must be preserved.

Publication is pending owner review. White papers are excluded.

NO COMMERCIAL OR PUBLIC USE PERMITTED