Why do governments severely punish some dissidents while showing mercy to others? This study argues that when constrained by limited information on dissent, states have incentives to cast the net of repression wider by executing not just key dissent actors but also members closely connected to them to ensure demobilization. States also crave information, and granting clemency to defectors who bring in information improves state intelligence. Given that tips have different values, regimes will grant clemency to defectors who are closely connected to key dissent actors and possess high-value tips, allowing the state to pursue top fugitives and dissolve resistance more efficiently. Using newly declassified data on political victims during Taiwan’s White Terror authoritarian period, I find that the regime tends to execute both key actors (i.e., leaders and recruiters) and their closely connected members. Defectors who share information tend to receive mercy, but defectors closely connected to key actors are much less likely to face execution than less connected defectors. These findings shed new insight into the toolkit dictators use to gather intelligence on dissent and how strategic clemency induces defection and betrayal among dissidents, helping destroy dissent networks from within.