Bump logging version to 1.4.1 and improve module name detection by adding _find_project_root in log_funcs to locate the repository root (searches for a .git directory) and use its basename when LOG_MODULE_NAME is not set, with a fallback to the previous behavior. Also update the same version string in logger.py. Additionally, comment out two noisy debug log lines in core/scanner.py to reduce verbose output when directories are missing or after scanning.
Refactor AzLogsLogger instance methods (debug/info/warn/error/exception) and the module-level helper functions to call the central logger.log(...) with the appropriate LogLevel, and ensure exception() passes exc_info=True. Also add a standard library logger in core/log_system/log_funcs.py and emit an error if importing the custom logger fails to aid diagnosis.
Introduce a new logging subsystem under core/log_system (logger.py, config.py, log_funcs.py) implementing AzLogs (LogLevel enum, colored console output, optional file rotation) and a lightweight wrapper (log_debug/info/warn/error/exception) with safe fallback when AzLogs is unavailable. Integrate these log functions across many core modules (downloader, linker, matcher, scanner, workflow_analyzer, workflow_updater, sources and related files) and export logger and helper log functions from core.__init__. Replace several direct logging calls in linker with the new log_* helpers and update core.__init__ exports. Also include small code style and robustness tweaks (path/filename normalization, JSON/file handling, minor refactors and formatting fixes) to improve matching and model-list/popular lookups.