#LLM Security
All TrendGuru articles tagged #LLM Security, newest first.
6 articles
Red Teaming Autonomous Agents Needs a Different Playbook
Testing an agent is not testing a model. The failures worth finding are multi-step, state-dependent and only appear when the agent is allowed to actually do things.
Your Email Assistant Reads Attacker Mail Too
An inbox assistant with send and calendar permissions turns every inbound message into a potential instruction. The mitigation is not a better model, it is a smaller blast radius.
Jailbreak-as-a-Service: Guardrail Bypasses Became a Subscription
Prompt bypasses used to circulate on forums for free. In 2026 they ship as maintained products with uptime promises, model coverage matrices and refunds when a patch lands.
Your RAG Pipeline Is an Untrusted Input Channel
Retrieval-augmented generation quietly turned every indexed PDF, ticket and wiki page into executable instructions. Here is what the 2026 attack pattern looks like — and the five controls that actually hold.
Enterprise Copilot Exfiltration: The Quiet Data-Loss Channel of 2026
Every major SaaS suite now ships a built-in copilot with read access to mail, files, chats and tickets. In 2026 the fastest-growing data-loss channel isn't ransomware — it's an authenticated employee asking their copilot the wrong question at the wrong time.
Physical AI Red Teams: Five Attack Patterns We're Hunting on the Summit Floor
As the Autonomous Future Summit opens today in San Francisco, here's the working red-team playbook we're testing against robot foundation models, operator copilots, and fleet dispatch stacks — five attack patterns, each with a concrete detection signal.