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 / Blue MJos Predictive Model | First manifestation of the Bangel Language MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida PROJECT REFERENCE 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. OBSERVABLE BEHAVIOR - 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. TYPED CONTRACT - Candidate: identity + score + source - Mode: separate from decision status - Health/Review/Minority/Downstream: independently bound - Recovery: operation ID + checkpoint + outcome certainty DECISION RULE Select an advisory or HOLD/DENY; ambiguous external completion remains held. 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 - 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.