try {
                // Dynamically create SLF4J adapter if available
                return new JulLoggerAdapterFactory(); // For now, fallback to JUL
                // In future: return new Slf4jLoggerAdapterFactory();
            } catch (final Throwable ignore) {
                // Fall through to next option
            }
        }

        // Check for Commons Logging