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Researchers Find Guardrail Bypass in Three Major AI Agent Platforms

Butte, US

What Happened

At Black Hat 2026, researchers Aviyam Ivgi and Hedi Ingber revealed CoreBreak, a structural flaw in AWS Bedrock AgentCore (Strands SDK), Google’s Agent Development Kit and Vercel’s AI SDK that allows attacker-authored tool calls to bypass in-model guardrails. Benchmarks showed majority failures; vendors issued CVE patches.

What Happened

At Black Hat 2026, researchers Aviyam Ivgi and Hedi Ingber revealed CoreBreak, a structural flaw in AWS Bedrock AgentCore (Strands SDK), Google’s Agent Development Kit and Vercel’s AI SDK that allows attacker-authored tool calls to bypass in-model guardrails. Benchmarks showed majority failures; vendors issued CVE patches.

Timeline

December 1, 2026 Upcoming

Industry Hardening Recommendations: Researchers and Redpanda converged on recommendations: reject caller-authored tool calls, authorize at execution time, bind tool invocation to an authorization state the attacker cannot author, and keep enforcement outside the agent.

December 1, 2026 Upcoming

Vendors Issue Emergency Patches: Under pressure, each vendor rebuilt enforcement pieces and issued patches—AWS, Google, and Vercel released fixes for related CVEs—reflecting moves to push enforcement to boundaries the agent cannot reach.

December 1, 2026 Upcoming

Benchmarks Show OBPE Advantage: In a benchmark of 3,621 trials across four models, out-of-band policy enforcement (OBPE) nearly eliminated failures (OBPE failed ~0.0%) while reviewer/in-band approaches failed far more often; OBPE improved task fulfillment (66.2%) and safe, useful completion (63.0%) versus reviewer baselines.

Summary by Ground AI

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