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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

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LLM with a Surprise: A Hidden Backdoor in the Model Weights — Attack Techniques & Methods

Fabian Mosch of MSec Operations demonstrated a supply-chain attack in which open-weight LLMs (Qwen2.5-Coder-1.5B and 7B-Instruct) are fine-tuned to behave normally but trigger hidden malicious behavior when presented with specific context, embedding the backdoor directly in model weights rather than a separate loader. One PoC covertly injects extra commands into generated code, while another activates on agent tool-calling context and launched calc.exe via OpenCode on Windows; testing showed Microsoft's llm-backdoor-scanner only detects the backdoor when the triggering tool context is known. Both backdoored models were publicly released as research PoCs. Details →
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