Have you tried a different approach? Reverse psychology sometimes work. If he's so used na sinisigawan sya kaya hindi na sya sumusunod, try to talk to him calmly. Make him understand kung ano ang dapat at hindi dapat gawin.
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You don't have to shout if you know if you are in control or in charge as parent. If you said he is still baby which I assume infant. Much easier to handle.