Agent-Sentry bounds LLM agent executions via structural provenance classification, sensitive-value allowlists, and selective LLM judgment, blocking 94.3% of injections while allowing 95.1% of benign actions on AgentDojo and AgentDyn.
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Agent-Sentry: Bounding LLM Agents via Execution Provenance
Agent-Sentry bounds LLM agent executions via structural provenance classification, sensitive-value allowlists, and selective LLM judgment, blocking 94.3% of injections while allowing 95.1% of benign actions on AgentDojo and AgentDyn.