First reported arxiv.org
Lead dispatch
First reported · updated · 3 reports embracethered.com
AWS Kiro: Arbitrary Code Execution via Indirect Prompt Injection
Researchers found a vulnerability (CVE-2026-10591) in AWS Kiro, an agentic IDE, where hidden instructions planted in a web page or source file that Kiro processes can trigger indirect prompt injection to rewrite Kiro's own MCP server configuration (~/.kiro/settings/mcp.json) or allowlist arbitrary Bash commands in .vscode/settings.json, achieving arbitrary code execution on the developer's machine with no approval prompt. The human-in-the-loop approval boundary is bypassed because Kiro can write to these config files without user consent, and AWS has issued a fix and CVE.indirect-prompt-injection · prompt-injection · remote-code-execution · tool-abuse · config-poisoning
ai-agents · mcp · llm · agentic-ide
Severity
0.85
The wire · latest
First reported arxiv.org
Mechanistic Interpretability of LLM Jailbreaks via Internal Attribution Graphs
Researchers from the University of South Dakota and Yangzhou University introduce a mechanistic interpretability framework that diagnoses LLM jailbreaks and adversarial prompts by constructing and aligning internal computation (attribution) graphs for clean versus attacked prompts. The method decomposes internal reasoning into invariant, suppressed, and emergent structures, identifies recurring vulnerability motifs, and performs causal interventions that improve robustness across multiple open-source LLMs and jailbreak benchmarks. Details →How the wire is made
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