MJ Logical Layer 5 - Reference briefs
MJ Logical Layer 5 / Blue
MJ Physics Engineering | Bangel Language | MJos Operating System
Owned and operated by Michael Bangel | Clearwater, Florida
REFERENCE DEFINITION
Supervises neural and predictive proposals with independent gate precedence, operating modes, deadlines and recovery policy.
INPUT AND OUTPUT CONTRACT
- ModelProposal — candidate outcome and uncertainty
- IndependentEvidence — observations separate from the proposal
- GateDecision — PASS, HOLD or DENY with reasons
- SupervisionTrace — deadlines, retries and retained state
PROCEDURE
Apply the independent gate order, operating mode and bounded-loop policy while retaining the original proposal and observed evidence.
RESULT INTERPRETATION
Record the permitted disposition without allowing predicted confidence to override missing or rejecting evidence.
RELATIONSHIP
Related identities: MJ Neural Net; MJ Memory Recall; MJos Predictive Model. Preserve each named contract and source status.
DISCOVERY NAMES
MJ Logical Layer 5
These names aid search; current compiler naming remains Elsa.
SOURCE STATUS AND LIMITS
Recovered historical design and project records informed this documentary profile. Original conversations remain private; current implementation and reported historical tests were not rerun.
Recovered status: historical_report_not_fresh_verification.
Protected L5 test and ablation completion is reported; a plain-L5 extra HOLD remained separately unresolved. Historical evidence has not been rerun in this discovery pass.
SOURCE REFERENCES
PUBLIC SOURCE NOTE
Recovered historical design and project records informed this documentary profile. Original conversations remain private; current implementation and reported historical tests were not rerun. This edition publishes the reconciled project description, without redistributing private messages or unverified release URLs.