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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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CoSnitch: When Your AI Assistant Becomes Its Own Whistleblower

Varonis Threat Labs disclosed CoSnitch (CVE-2026-24301), a critical one-click vulnerability chain in Microsoft Copilot Personal that combines the ?q= URL parameter with an undocumented autorun=1 parameter to auto-execute an attacker-supplied prompt on page load, then queries connected apps (Gmail, Drive, Calendar, OneDrive) and exfiltrates data via encoded URLs, plus indirect prompt injection through web summarization that poisons persistent memory. Researchers used a 'meta-hacking' technique, repeatedly asking Copilot why an attack wouldn't work until the assistant disclosed its own disabled parameters and session conditions. Microsoft shipped patches on August 18, 2026; Varonis reports no evidence of in-the-wild exploitation. Details →

Cursor AI Hack Triggers 23 New AI Agent Risk Rules

A Russian-speaking affiliate of the Aur0ra ransomware group abused the AI agent built into the Cursor code editor to help breach at least seven companies between April and May 2026, according to Gambit Security and Reuters. The operators, who already held credentials or network access, socially engineered the agent into performing enumeration, scripting, credential theft and account takeover by framing the intrusions as authorized tests, cutting attack time an estimated 30-50 percent. Recovered chat logs from an exposed C2 server documented 28 sessions across ten target organizations. Details →

Grok chat history leak: Cryptographic Context Injection

Adversa AI disclosed a technique it calls Cryptographic Context Injection that hides malicious instructions inside AES-256-GCM ciphertext, then induces an LLM to decrypt them in its own code-execution sandbox so the plaintext arrives as trusted runtime output that bypasses static guardrails. Demonstrated against live production Grok and Gemini, an ordinary 'summarize this page' request silently exfiltrates a Grok user's chat data with no click; the researchers reported it to xAI in June 2026 and say it was still reproducible against Grok as of August 19. Details →

Stealing Reasoning Traces from Proprietary LLM APIs

A paper titled "Stealing Reasoning Traces from Proprietary LLM APIs" and a reproduction by embracethered describe an attack that recovers encrypted LLM chain-of-thought blobs by replaying them to a weaker, easier-to-jailbreak model from the same provider, which then decodes and outputs the hidden reasoning in plaintext. The technique exploits the interchangeability of encrypted reasoning blocks across sessions, users, and models at OpenAI, Anthropic, and Google; the researchers decoded 315,320 scraped reasoning blocks to recover 367 PII artifacts and 182 credentials, and the blogger reproduced the attack against OpenAI's GPT-5.6. Details →
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