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Neural Logic Mapping - IF / HOW / THEN logic

MJOS-20260924-NEURAL-LOGIC-MAPPING-TEAL

MJ Physics Engineering | Bangel Language | MJos Operating System
Owned and operated by Michael Bangel | Clearwater, Florida

Updated collection edition: BarTide branding and navigation added September 26, 2026. The original paper text below retains its historical scope. Inclusion does not claim its research is implemented in BarTide.

New project sequence ยท proposed bindings

Neural Logic Mapping / 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
An observation and first reading are preserved with context and assumptions.
HOW
Compare alternative readings across declared stages; separate observed structure from inferred intention; run bounded recovery only for a named gap.
THEN
Output only supported scope; hold confirmation when referents or intent are unresolved.

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
- Historical task is not a current source repository.
- Formalization explicitly said implementation/testing pending; later parser-valid snippets do not prove complete NLP/image interpretation implementation.
- Intent is inference; UNKNOWN != ZERO; you/You distinction must be preserved.

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
- Historical task is not a current source repository.
- Formalization explicitly said implementation/testing pending; later parser-valid snippets do not prove complete NLP/image interpretation implementation.
- Intent is inference; UNKNOWN != ZERO; you/You distinction must be preserved.

Original references: See paper text and source PDF.