This review explores how hallucinogens like ketamine and psilocybin produce long-lasting antidepressant effects by changing how brain cells communicate. The key mechanism involves special molecules called neurexins that sit at the connections between neurons and control whether those connections strengthen or weaken. By understanding and potentially targeting neurexins, scientists hope to develop new depression treatments that work longer and more effectively than current medications.