Instead if you're blurting out your thinking more in unison. Naturally you'll stray less, exploring less.
Of course you want collaboration but I find the magic is going back and forth between alone and together. I even find this helpful when just working by myself, stepping away from the problem or context switching, allowing the problem to distill.