Avoid antipatterns like blaming, groupthink, lack of follow-up, lack of structure, dominance, negativity, inaction, and solving symptoms in Agile retrospectives. Establish clear rules, encourage diversity of thought and proactive problem-solving, and focus on root causes for effective improvements.