VQV Signal
ECLIPSE is a novel prompt injection attack that exploits long-horizon planning in LLM agents by distributing malicious intent across multiple execution stages, making detection difficult. It targets agents like Codex and Claude Code that perform complex tasks via repeated tool calls.
ECLIPSE is a novel prompt injection attack that exploits long-horizon planning in LLM agents by distributing malicious intent across multiple execution stages, making detection difficult. It targets agents like Codex and Claude Code that perform complex tasks via repeated tool calls.
AI-assisted summary based on the listed source.
Recently, large language model (LLM) agents, such as Codex, Claude Code, and OpenClaw, have become capable of planning and executing long-horizon tasks through repeated tool calls. This capability also creates new opportunities for prompt injection. Existing attacks either place the malicious objective in one...
As LLM agents gain the ability to execute extended multi-step tasks, new vulnerabilities like ECLIPSE pose significant security risks by enabling stealthy manipulation of their behavior. Understanding such attacks is crucial to developing robust defenses for AI systems with long-term planning capab...
Security-conscious readers may want to review the source and watch for practical exposure or mitigation details.
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Claude has a source-backed security with coverage spanning security.
VQV surfaced this signal because it is recent, relevant to AI Security, connected to arXiv.
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