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 / Brown MJos Predictive Model | First manifestation of the Bangel Language MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida OBSERVATIONAL LIFECYCLE Purpose: 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. R / R0 Retain the proposed request and anticipated context; a forecast has not occurred. R1 Record the unresolved or partially supported representation under its named source profile. Older unidentified-transition wording and later interpretation-state wording must not be merged silently. N1 AND REPRESENTATION Required reviews, liveness, forecast and downstream gates are present and current. - Candidate: identity + score + source - Mode: separate from decision status - Health/Review/Minority/Downstream: independently bound - Recovery: operation ID + checkpoint + outcome certainty REVIEW TO OUTPUT Apply gate precedence, bounded rankings and progress-aware recovery with durable operation identities. Select an advisory or HOLD/DENY; ambiguous external completion remains held. RECOVERY Return to the first named missing prerequisite. A changed input or new evidence permits another bounded pass. Repeated state or no progress stops recovery with the existing evidence intact. r9 remains the N5-N7 interpretation region where that separate profile applies. 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.