End-to-End LLM Security Architecture: How All the Defenses Fit Together

Introduction If you’ve followed this series from the beginning, you’ve seen the full attack landscape: direct prompt injection, indirect injection through RAG pipelines, and multi-agent cascades where a single poisoned document can ripple across an entire agent network. Each post ended with defenses specific to that attack. But defenses in isolation don’t make a security…

LLM security architecture

Indirect Prompt Injection in RAG Pipelines: The Riskiest AI Threat Enterprise Teams Are Ignoring

Introduction If you’ve been following this series, you already know what prompt injection is and why it’s dangerous. But direct prompt injection — where a user manipulates the model through the chat interface — is only the tip of the iceberg. Indirect prompt injection is where things get really scary for enterprise applications. And nowhere…

Indirect Prompt Injection