AIAI Engineering · GenAI · RAG
Local LLM Security Assistant
A privacy-focused AI assistant for SIEM log analysis using local LLM infrastructure and retrieval-based workflows.
Overview
A privacy-focused AI assistant for SIEM log analysis using local LLM infrastructure and retrieval-based workflows.
Problem
Details available on request.
Solution
Details available on request.
Architecture
SIEM Logs → Context Retrieval → RAG Pipeline → LangGraph → Local LLM → Security Analysis
Technology
- Ollama
- LangChain
- LangGraph
- RAG
- SIEM
- Local LLM
Key Decisions
Details available on request.
Challenges
Details available on request.
Performance
- 40% reduction in manual log interpretation time
- 100% data privacy through local inference
Concept Visual
Illustrative architecture diagram — not a product screenshot.
SIEM Logsingest
Context Retrievalvector search
RAG Pipelineaugment
LangGraphorchestrate
Local LLMinference
Security Analysisoutput
Links
Details available on request.