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-PINK / Pink / Review draft

MJ Neural Net - Gateway, lifecycle and evidence

New project sequence ยท proposed bindings

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

MJ Neural Net / Pink

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

PURPOSE AND CURRENT SCOPE
- Source defines nine-node activations, Hebbian recurrent weights, retrieval, relational filter and bounded command placement.
- Three nine-node associative layers; five recovered diagram-overlay templates retained under a separate envelope.
- Source command-to-node model maps nine Bangel commands and predicts first-order transitions.

MODEL PLACEMENT
MJ Neural Net is documented as a project within the MJos Predictive Model. Its proposed Bangel binding must preserve the existing product boundary.

REQUEST TO RESULT
IF
Cue features, memory timing and known relational context pass the closed input contract.
HOW
Run bounded association; preserve missing features; compare entity/relation/context; bind independent review.
THEN
Return a provisional advisory candidate or HOLD; retain downstream DENY and no actuation permission.

RELEASE CRITERIA
Record input identity, a reproducible procedure, expected outcome, actual evidence and authorized reviewer. A documentary sequence is complete only for its stated scope; execution and production readiness require separate evidence.

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