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 / Angel MJos Predictive Model | First manifestation of the Bangel Language MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida GATE Required reviews, liveness, forecast and downstream gates are present and current. A request failing authentication, authorization or an explicit denial boundary cannot proceed. SENTINEL Apply gate precedence, bounded rankings and progress-aware recovery with durable operation identities. 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 - 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. BOUNDED OUTCOME Select an advisory or HOLD/DENY; ambiguous external completion remains held. 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.