refactor: align implementations and improve configuration consistency… #129

Job	Run time
Secret Scanning	16s
Dependency Scanning	23s
Docker Compose Security Review	4s
Shell Script Security	5s
Trivy Security Scan	35s
Environment File Security	7s
CodeQL Analysis (Python)	1m 18s
CodeQL Analysis (Go)	1m 53s
Security Summary	2s
	4m 43s

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