The go-to colloquial phrase for 'write code' among Chinese programmers — more vivid than the neutral
编程 ('to program') or
写代码 ('to write code').
敲 captures the physical act of pounding the keys, so
敲代码 carries a slightly blue-collar, get-it-done flavour, common in tech-Weibo and 996 culture commentary.