N-Day Research with AI: Using Ollama and N8N

A security researcher chained local Ollama running qwen3-coder with n8n workflow automation and Qdrant vector database to automate Microsoft Patch Tuesday binary triage. The pipeline ingests patched/vulnerable function diffs and outputs structured vulnerability reports, offering a reproducible, low-cost framework for n-day vulnerability research.