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-BLUE / Blue / Review draft

MJ Neural Net - Reference briefs

New project sequence · proposed bindings

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

MJ Neural Net / Blue

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

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

OBSERVABLE BEHAVIOR
- 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.

TYPED CONTRACT
- Feature: Missing(reason) | Known(Real)
- Nodes: n1…n9
- Memory: identity + pattern + relation + context
- Review: request hash + status
- r0: PROVISIONAL

DECISION RULE
Return a provisional advisory candidate or HOLD; retain downstream DENY and no actuation permission.

CONSUMER RULE
Read the result status before interpreting its value. Preserve the tenant, project, source version and evidence context. Do not treat a missing record, an unexecuted proposal or a successful computation as an authorized external action.

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