MJos Predictive Model | First manifestation of the Bangel Language

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

MJOS-20260924-MJ-NEURAL-NET-BROWN / Brown / Review draft

MJ Neural Net - Observational lifecycle

New project sequence · proposed bindings

Associative recall, relational discrimination and bounded source-grounded diagram overlays.

MJ Neural Net / Brown

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

OBSERVATIONAL LIFECYCLE
Purpose: Associative recall, relational discrimination and bounded source-grounded diagram overlays.

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
Cue features, memory timing and known relational context pass the closed input contract.
- Feature: Missing(reason) | Known(Real)
- Nodes: n1…n9
- Memory: identity + pattern + relation + context
- Review: request hash + status
- r0: PROVISIONAL

REVIEW TO OUTPUT
Run bounded association; preserve missing features; compare entity/relation/context; bind independent review.
Return a provisional advisory candidate or HOLD; retain downstream DENY and no actuation permission.

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
- Engineered computational model, not hippocampal biology or general natural-language prediction.
- Lowercase r0 remains provisional and distinct from uppercase R0.
- Synthetic comparison shows a recall/coverage tradeoff; not field accuracy or equal-coverage benefit.
- Diagram geometry and command mapping must retain separate namespaces.

Publication is pending owner review. White papers are excluded.

NO COMMERCIAL OR PUBLIC USE PERMITTED