MJos Predictive Model | First manifestation of the Bangel Language

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

MJOS-20260924-BANGEL-LANGUAGE-YELLOW / Yellow / Review draft

Bangel Language - Visual and measurement blueprints

New project sequence ยท proposed bindings

Typed measurement authoring through Elsa, independent JP admission and Joanna execution.

Bangel Language / Yellow

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

INFORMATION FLOW BLUEPRINT
Bangel Language

Declared source + context
    -> input shape / unit / evidence review
    -> Preserve type/unit/missingness, compile with Elsa, independently admit JP and execute with Joanna under limits.
    -> result + explicit status + source reference
    -> independent authority review when an external effect is requested

MEASUREMENT LABELS
- Unknown[T] distinct from zero
- Quantity: magnitude + unit
- ProgramIdentity: source and toolchain version
- Receipt: status + outputs + provenance

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
- Fresh package execution was not performed here; README test counts refer to named prior candidates.
- Complete GIN lifecycle, all formula conversion and 189 Purple/Yellow relationship meanings remain open per source documentation.
- Do not conflate compilation PASS with permission to act.

Publication is pending owner review. White papers are excluded.

NO COMMERCIAL OR PUBLIC USE PERMITTED