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The Loop: How an AI Swarm Surfaced a Governance Limitation, Then Tested the Fix

Towards AIby SelfradianceApril 1, 20268 min read1 views
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AgentGate is a runtime accountability layer for AI agents: before an agent can execute a high-impact action, it must lock a bond as collateral. Good outcomes release the bond. Bad outcomes slash it. The mechanism makes bad behavior economically irrational. In March 2026, a coordinated swarm of nine AI agents ran 97 attacks against AgentGate. One team — Beta — spent 48 clean bond cycles building reputation and earned nothing for it. Bond capacity was mathematically enforced but not reputation-gated: a brand-new identity could lock the same bond-locking capacity as one with a spotless track record. The original swarm campaign classified this as a governance limitation, not a vulnerability. AgentGate’s core defenses held. Gamma maintained a 100% catch rate across all 38 of its attacks. The ca

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