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 / Teal MJos Predictive Model | First manifestation of the Bangel Language MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida IF / HOW / THEN IF Required reviews, liveness, forecast and downstream gates are present and current. HOW Apply gate precedence, bounded rankings and progress-aware recovery with durable operation identities. THEN Select an advisory or HOLD/DENY; ambiguous external completion remains held. EVIDENCE GATES Bind the request to its exact source/profile and permitted scope. Validate required fields and units before comparison. Preserve UNKNOWN and reject incompatible or stale evidence. A failed authority check remains DENY; absent supporting evidence remains HOLD. PROJECT-SPECIFIC CONSTRAINTS - 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. RECONCILIATION Store the actual result separately from a later outcome. Append discrepancies without changing the earlier prediction or receipt. This is a newly authored documentary logic contract, not a report of an executed Bangel adapter. 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.