Unverified50% confidenceFactExact time
Even without the ability to access the target model's weights, attackers can still achieve high-quality capability transfer through black-box APIs.
1
Sources
50%
Confidence
Long-term
Relevance
9/30/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAttackers can distill a near-equivalent replica model through large volumes of API calls, even without direct access to the weight files.69% similarUnverifiedAttackers may circumvent AI safety restrictions through jailbreak prompts, decomposing tasks step by step, or using the model for peripheral auxiliary work.63% similarUnverifiedThe execution path of a ReAct Agent is non-deterministic—even with identical inputs, two executions may follow different paths—and the execution process is essentially a black box.61% similarUnverifiedCompared to LangChain's early AgentExecutor, LangGraph transforms control flow from a black box internal to the framework into a graph structure that developers can explicitly define, making patterns such as interruption, rollback, and human-machine collaboration possible.61% similarVerifiedThe principle of indirect prompt injection is that an attacker disguises malicious instructions as normal data, delivers them to the model through a data source trusted by the agent, and induces the model to interpret the data as instructions and execute them.61% similar
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