๐ต๏ธ RESEARCH & DEEP DIVES
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Study Maps How LLM Prompt Injection Reaches Classic Web Vulnerabilities Researchers have identified LLM-mediated web attacks that carry attacker input into traditional application vulnerabilities.
- LLM-integrated chatbots, tool-calling pipelines, and agentic web applications are affected.
- Attacker-controlled input can reach database queries, HTTP requests, file operations, template rendering, and API calls.
- The study defines LLM2SQLi, LLM2XSS, LLM2SSTI, LLM2CommandInjection, LLM2IDOR, LLM2CSRF, LLM2XXE, and LLM2SSRF attack variants.
- The LLM transforms attacker input before it reaches a traditional web-application sink. ๐ Source: arxiv.org ยท ๐ Coverage: undercodetesting.com ยท ๐ via arXiv cs.CR
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Study Finds Agentic LLM Security Research Trails Attack Research A review finds security research on agentic LLMs lags attack research.
- The findings apply to autonomous LLM agents with real-world privileges.
- Agentic systems combine planning, tool invocation, code execution, and persistent memory.
- A compromised reasoning step can trigger unauthorized data access, irreversible state changes, or cascading failures.
- Researchers screened 743 records and retained 85 papers published from 2023 through 2025. ๐ Coverage: arxiv.org ยท ๐ via arXiv cs.CR
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Researchers demonstrate programmable backdoor in vision-language models Researchers demonstrated a programmable backdoor in vision-language models.
- The attack applies to vision-language models (VLMs).
- A single poisoning phase implants a backdoor that enables arbitrary target-caption control.
- Attackers select previously unseen caption semantics at inference time without retraining the model.
- Stealthy triggers are synthesized on demand for the chosen captions. ๐ Source: arxiv.org ยท ๐ Coverage: arxiv.org ยท ๐ via arXiv cs.CR
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Devlore protects confidential VMs from malicious device interrupts Researchers introduced Devlore to protect confidential VMs from interrupt manipulation attacks.
- Confidential VMs are designed to protect sensitive workloads from hypervisors, host operating systems, and co-resident VMs.
- Malicious device interrupts can compromise confidential VM confidentiality and integrity.
- Devlore delegates interrupt management to the hypervisor while trusted software performs correctness checks.
- The Arm CCA prototype supported four devices and reported 0.06% overhead for typical integrated GPU applications. ๐ Coverage: arxiv.org ยท ๐ via arXiv cs.CR
๐ ADVISORIES
- Critical RHACM flaw enables GitOpsCluster controller token redirection ๐ Source: access.redhat.com
๐ CVEs & KEV
- CVE-2026-70329 โ CVSS 8.8 โ Microsoft Outlook Vulnerability Allows Attackers to Execute Malicious Code Remotely
- CVE-2026-18961 โ CVSS 8.1 โ Social Login, Passkeys, Magic Link & Email OTP โ Passwordless Login by Ventra...