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* refactor: ✨ Jules05: Product coherence improvements - Standardized CLI help text and transitioned main.py to structlog. - Harmonized model predict signatures to return standardized Signal NamedTuple. - Verified centralization of core enums in src/core/constants.py. - Updated docs/quality/PRODUCT_COHERENCE_AUDIT.md with remediation status. - Ensured third-party logs are redirected through structlog in main.py. - Fixed polymorphic compatibility for all model subclasses. Co-authored-by: yxynoty <278895235+yxynoty@users.noreply.github.com> * refactor: ✨ jules05: product coherence improvements - Standardized CLI help text and transitioned main.py to structlog. - Harmonized model predict signatures to return standardized Signal NamedTuple. - Verified centralization of core enums in src/core/constants.py. - Updated docs/quality/PRODUCT_COHERENCE_AUDIT.md with remediation status. - Ensured third-party logs are redirected through structlog in main.py. - Fixed polymorphic compatibility for all model subclasses. - Added test for model interface polymorphism. Co-authored-by: yxynoty <278895235+yxynoty@users.noreply.github.com> --------- Co-authored-by: google-labs-jules[bot] <161369871+google-labs-jules[bot]@users.noreply.github.com> Co-authored-by: yxynoty <278895235+yxynoty@users.noreply.github.com>