I'd argue that even in a one person project, information becomes available gradually and one must learn to re-consider old conclusions again in light of new information, even to re-consider old questions that might have been easily dismissed earlier.
Human rationality is biased by our use of the heuristics that take a few milliseconds of brain time and work pretty well, but have failures when trusted too much when we have the luxury of more time to consider the information. Even things like a member of the group asserting something confidently can throw off the rational faculties a bit.
I am trying to get in the habit of providing an overarching qualifier so that I'm not deceiving my audience and then making the rest of my statements without any qualifiers that would be covered by the overarching one. It is definitely a hard habit to change, however.
Maybe that’s because, it seems like the practical reality of discussing ones attempts to be bias-free always comes off as disengenuous no matter how genuine those attempts may be. So fuck it man. Embrace bias :)
At times the process of taking a neutral approach and/or vocalizing that neutrality demonstrates weakness. "Plan X makes sense because of A and B, but it does have this trade off D. That said, Plan Y could make sense if we really value D." In meetings, another person often lays out a single POV strongly and wins. Ideally, this opinion is strong because it's well thought out (and bias-adjusted), but sometimes it's strong simply because it's stated as such. "Plan Y is right. Because D, which I didn't even consider until now. <No mention of A or B.>"
Here, one would hope the group or group leader checks and balances this type of behavior so that a single biased-person doesn't carry a generally clear-minded group, but of course that doesn't always happen.
Considering one's biases is a very good thing, but I wonder if the pragmatics of group dynamics render it something good for the soul, but poor for action.