As a curious counterpoint, try taking the opposite approach for a bit and only get involved when it is absolutely apparent that no one else can do the job/guide people through decisions. Have junior folks write down what they are about to do in a design, or what they've tried before to help build documentation, design, and debug muscle. You may find that people are more able to run the show than you give them credit for.