Resources & Knowledge Base

Research papers, technical whitepapers, and practical guides from our work in security, automation, blockchain, and fullstack engineering.

Whitepapers & Research

In-depth research from our security, AI, and automation work, including the Koreshield threat intelligence framework

2026

LLM-Firewall: A Lightweight Middleware Architecture for Real-Time Detection of Indirect Prompt Injection in Enterprise RAG Systems

Presents a middleware architecture for real-time detection of indirect prompt injection in enterprise RAG systems. Introduces a cross-document correlation engine that identifies fragmented attack payloads distributed across multiple retrieved chunks. Evaluated across 5,000 adversarial scenarios.

Middleware ArchitectureReal-Time DetectionProduction AI
2025

LLM-Firewall: A Novel Taxonomy of Indirect Prompt Injection Attacks in Enterprise RAG Systems

Introduces a five-dimensional taxonomy for classifying indirect prompt injection attacks against enterprise RAG deployments, covering injection vector, operational target, persistence mechanism, enterprise context, and detection complexity.

Prompt InjectionRAG SecurityTaxonomy
2025

Tool Call Hijacking in Agentic Pipelines: A Practical Demonstration

Demonstrates attacks where malicious instructions in tool outputs redirect autonomous LLM agents. Proof-of-concept across LangChain, AutoGen, and Claude Tools confirms the weakness is architectural rather than framework-specific.

Agentic AITool SecurityLLM Agents

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