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-ANGEL / Angel / Review draft

MJ Neural Net - Gate, sentinel and audit

New project sequence ยท proposed bindings

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

MJ Neural Net / Angel

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

GATE
Cue features, memory timing and known relational context pass the closed input contract.
A request failing authentication, authorization or an explicit denial boundary cannot proceed.

SENTINEL
Run bounded association; preserve missing features; compare entity/relation/context; bind independent review.
Watch evidence age, required fields, bounded resources, stale versions and unsupported external effects. Preserve the reason for every HOLD or DENY.

AUDITOR
Record original request identity, source version, inputs, proposed result, actual result, reviewer and outcome. A PASS in one stage does not bypass another stage.

PROJECT 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.

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

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