feat: Phase 2 Go-native Container Tool migration #63

Job	Run time
test (py3.12)	25s
test (py3.11)	20s
cross-repo consistency (non-blocking)	20s
lint & format (ruff)	18s
test (py3.13)	26s
	1m 49s

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