Snappers, AI Cybersecurity
May 2025 to Present
Current
React / FastAPI / PostgreSQL / LangChain / Ollama / Qwen / Docker Compose
AI Engineer / Consultant
Building agentic LLM applications for security operations: an AI-powered SOC analyst dashboard with a tool-calling agent grounded in live log data.
- Built a tool-calling LLM agent (on-prem Qwen via Ollama) that lets Tier-1 SOC analysts replace hand-written SIEM queries with plain-English requests, cutting query construction from minutes to a single step.
- Hardened the agent against OWASP LLM Top 10 risks: validated generated queries, read-only least-privilege execution, full prompt and response audit logging.
- Built an automated report engine for PCI compliance and incident reports with modular, customizable templates.
- Deployed fully on-prem with open-source models to meet strict data residency requirements.
