Blimey, I thought it was a bug of mine.
(I kinda think it's a bug still. "Not necessarily" means nothing more than "not necessarily", you can't use it as a "no". And usually I want to use it as a "no", to support my own point of view in some discussion. So - handy, but requires caution.)
Epistemic status: Relatively certain, given that the technique is simple and should align well with existing rationality practices. What's presented here is just a reframing of existing frameworks.
Here's a proposition: Most of epistemic rationality consists of the liberal application of trigger phrases like "not necessarily", followed by an exploration of the implications.
The majority of logical fallacies and cognitive biases boil down to our brains tricking us to being overly certain of things. Learning about these errors is a vital foundation to rationality and can't be bypassed. That knowledge remains dormant until it's activated by noticing certainty in the environment, calling it out, and sifting through your mental library for applicable techniques.
It's the second part of rationality - activating your sense of skepticism - that can trip a lot of people up. One way to help with this is to get in the habit of using helpful trigger phrases whenever possible, since they're naturally associated with critically evaluating what has been said.
"Not necessarily" is my favorite, since it's applicable to so many situations, but there are others. "It depends" works with some questions, especially if they imply choosing between two options. "Are we sure?" invites us to evaluate the validity of evidence, and "So what?" examines the connection between evidence and a conclusion it may or may not support.
This is all well and good, but let's look at some examples. I've organized them by the applicable bias or fallacy.
Be aware that sometimes, the original claim will be correct, even after applying skepticism. "Everyone says the world is round, so it must be." Not necessarily. There are many instances where the majority believes something incorrect; we can't fall prey to the bandwagon fallacy. After looking into the evidence, however, it becomes clear that the world is round after all. Stepping into your skeptic's shoes is a good exercise, but it doesn't always lead to a change in your beliefs.
What are your thoughts? Do you have any trigger phrases you would add to the list?