4 min readGuide
Prompt Injection in RAG and LLM Agents: A Security Evaluation Guide
Evaluate prompt injection in RAG and LLM agents with paired tests, permission checks, tool traces and recent benchmark research.
Research Notes on Federated Learning, Cybersecurity and Cyberdefense
Research notes and technical guides on federated learning, distributed AI, cyberdefense, trustworthy systems, and privacy-preserving platforms.
14 articles. Page 1 of 3.
4 min readGuide
Large Language Models for Cybersecurity: A Careful Starting Point
LLMs for cybersecurity: SOC use cases, evidence, permissions and evaluation. Move from summarization to a tool-using assistant.
4 min readResearch note
Autonomous Cyberdefense Needs More Than an LLM
Autonomous cyberdefense with LLMs: control states, action boundaries, recovery and separate evaluation of utility and safety.
4 min readGuide
LLM-Supported Attack Mitigation Without Unsafe Autopilot
LLM-assisted mitigation: playbooks, evidence, permissions, idempotency and recovery. Turn recommendations into verifiable actions.
4 min readGuide
Retrieval-Augmented Generation for Cybersecurity Workflows
RAG for cybersecurity: hybrid retrieval, current sources, permissions and evaluation. Diagnose retrieval and generation failures.
4 min readResearch note
GraphRAG for Cyber Threat Intelligence
GraphRAG for threat intelligence: entities, relationships, STIX, provenance and evaluation against passage-based retrieval.