MJos Predictive Model | First manifestation of the Bangel Language
New project sequence ยท proposed bindings
Current source package exposes arbitration, modes, noise filtering, loop protection, integrated pipeline and RecoveryStore. Pure Bangel decision source plus bounded Python host supervision. L1 observation, L2 association, L3 recall, L4 forecasting, L5 arbitration is explicitly a proposed logical organization.
MJ Decision Layer and recovery / Orange MJos Predictive Model | First manifestation of the Bangel Language MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida ENGINEERING CONTRIBUTION REGISTER - Current source package exposes arbitration, modes, noise filtering, loop protection, integrated pipeline and RecoveryStore. - Pure Bangel decision source plus bounded Python host supervision. - L1 observation, L2 association, L3 recall, L4 forecasting, L5 arbitration is explicitly a proposed logical organization. CANDIDATE CONTRIBUTION Document the exact implementation boundary, source version, creator contributions and differences from cited prior work before assessing any potential intellectual-property claim. WHAT THIS RECORD ESTABLISHES A source-backed description of the project and proposed Bangel evidence contract. It does not determine patentability, ownership, inventorship, freedom to operate or a distinct invention count. PROVENANCE RULE The requested MJ Physics Engineering publication identity does not relicense third-party dependencies or remove notices. White-paper source identities may be referenced but their excluded content is not reissued. EVIDENCE LIMITS - SELECTED identifies an advisory candidate; no financial or physical permission. - Missing independent gates HOLD. - Recovery does not retry uncertain external effects and cannot convert predicted data into observed evidence.