MJos Predictive Model | First manifestation of the Bangel Language

MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida

TR-MOD-ASSOCIATED-1E90930051 / Teal / Review draft

Associated core / products/water/legacy/hagar-python/src/mjos_hagar/optimizer.py

Terminology revised ยท September 12 evidence

Later individual Teal rerun. The reported execution status is historical and is not a new test result.

TEAL LIBRARY RERUN  |  12 SEPTEMBER 2026  |  Michael Patrick Bangel
226
TEAL-RERUN-03-B009 | SOURCE_LOGIC_INDEXED
TR-MOD-ASSOCIATED-1E90930051 / Associated core / produ
cts/water/legacy/hagar-python/src/mjos_hagar/optimizer.py
IF
This Hagar / water protection module is imported or its declared interface is invoked. Declared surface
includes: _hash_policy(guard: float, damping: float, score: float); tune_offline(qrng: MJosQrngClient,
salinity_trace: list[float], candidates: int=64); policy_as_json(policy: FrozenPolicy)
HOW
Apply the source-defined probe, policy, risk, state and transport rules. Advisory and authenticated-host roles
remain separate. The complete terminology-edited 77-line source is preserved with SHA-256
328b88391e2d63c4baf9ec324c625b0df180682c2471e9dc718d25f182e98718. 3 extracted
function/declaration entries are separately indexed, including exact Python bodies and guards where
available.
THEN
Follow the exact returned values, diagnostics and state effects in the preserved implementation. Module
inclusion and syntax extraction are documentary coverage; they do not prove every branch or cross-host
behavior.
CURRENT EVIDENCE
Fresh related Python suites and per-profile/water results are included. Native C#/.NET, C++/Rust/R
compilation and physical devices were not executed in this environment. This source copy received the
requested terminology transfer after the earlier suite; the complete renamed host has not been rebuilt here.
REMAINING REQUIREMENT
Map unverified branches and native-host behavior to source-specific evidence before assigning a complete verification verdict.
SOURCE REFERENCES
associated-core:products/water/legacy/hagar-python/src/mjos_hagar/optimizer.py

Publication is pending owner review. White papers are excluded.

NO COMMERCIAL OR PUBLIC USE PERMITTED