MJos Predictive Model | First manifestation of the Bangel Language
New project sequence ยท proposed bindings
Associative recall, relational discrimination and bounded source-grounded diagram overlays.
MJ Neural Net / 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 Cue features, memory timing and known relational context pass the closed input contract. HOW Run bounded association; preserve missing features; compare entity/relation/context; bind independent review. THEN Return a provisional advisory candidate or HOLD; retain downstream DENY and no actuation permission. 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 - Engineered computational model, not hippocampal biology or general natural-language prediction. - Lowercase r0 remains provisional and distinct from uppercase R0. - Synthetic comparison shows a recall/coverage tradeoff; not field accuracy or equal-coverage benefit. - Diagram geometry and command mapping must retain separate namespaces. 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 - Engineered computational model, not hippocampal biology or general natural-language prediction. - Lowercase r0 remains provisional and distinct from uppercase R0. - Synthetic comparison shows a recall/coverage tradeoff; not field accuracy or equal-coverage benefit. - Diagram geometry and command mapping must retain separate namespaces.