Redirecting or distracting is discipline.
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I think others have said most of what I'd say: Discipline begins at birth.
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That being said, it does sound like you're a bit afraid of your son's screaming/tantrums. I'm all for distraction, redirection and saying yes when possible. However, at some point in time in the very near future, he's going to quit being quite so easily redirected. Somewhere between 2 1/2 and 3, my kids' memories really improved and I could no longer distract or redirect. Thus, I had to develop some tools for dealing with their meltdowns. It was at that point that I realized that my job had shifted between infancy and toddlerhood, but I was still parenting my toddlers as if they were infants.
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In infancy, your main job as a parent is to meet your child's needs. Crying is a sign of an unmet need. Somewhere in toddlerhood, crying also begins to mean an unmet want or frustration over the world. You can't always say yes. (It is, for example, perfectly reasonable to not let your 2 year old hold your banana if you're going to eat it.) So, your job shifts from preventing crying to helping your child deal with his frustration. That doesn't mean that you should increase his frustration, which is why distraction and redirection are still a good idea. But at some point in time, he's going to cry. You won't be able to prevent it, and you both will have to deal. (I remember one epic meltdown with ds when his candy can broke and I could not fix it. All I could do was hold him.)
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I'll also say that I think your dh also has some things to learn. Even if you do timeouts, they're not recommended for kids under 3 because they don't understand the connection between the timeout and the 'infraction'. Even after 3, they're of dubious value. I did use them, but mostly when I was either at my wits' end, or when someone was hitting and we needed separation for everyone's safety. He can work on redirection and distraction, and saying 'yes'. I've said 'yes' to a lot of things when my initial reaction was "no!" My kids rollerblade in the house. They've ridden air mattresses down the stairs. Dd and her friend mixed water and flour together in the kitchen the other day and created a lovely mess.
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Instead of saying "no", you can both work on telling your son what to do with the toy. "Keep the toy on the floor." is much more effective than "no" or "don't throw the toy". If someone tells you "don't look over your shoulder" how hard is it to not look over your shoulder? Apply that to a 2 year old. If you tell them not to throw, it's really tempting to throw.
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Work too, on having the consequence be directly related to the crime. If he throws toys, a better solution, IMO, is to put the toy away and find him things he can throw.
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You'll need to decide whether you want to use timeout in your discipline or not. It was a necessary, if seldom used, tool for me. At times, I simply needed the separation from my kids to get my act together. Other parents can make do without it. We always reconnected afterward. Both my kids have learned to separate themselves when they're overwhelmed. Now if they can learn to do it without slamming their doors, they'll have more control than their mom!