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 / Indigo MJos Predictive Model | First manifestation of the Bangel Language MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida VERIFICATION AND DISCOVERY RECORD Project: MJ Decision Layer and recovery OBSERVED IN THIS PASS - 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. EVIDENCE STATUS Source/document inspection only for this project sequence. No historical test count is restated as a fresh pass. No fresh project runtime suite was executed by authoring this paper. Studio starter checks and library integrity checks, where completed, have their own separately scoped records. NEXT EXECUTABLE ASSERTIONS Check that admitted inputs produce the stated bounded result; missing inputs HOLD; failed permission DENY; stale/duplicate identities do not create a second effect; successful calculation creates no unauthorized action. Expected outcomes must be fixed before running. RESULT PROVENANCE Record test identity, exact source revision, command, environment, expected/actual outcome and transcript hash. Native test code and result evidence remain authoritative. This is a new reconstruction based on the recovered Indigo rules. 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.