RAG Security Assistant
Testing retrieval-augmented workflows for vulnerability report explanation, remediation suggestions, and source-grounded outputs.
n8n · Vector DB · LLMIndependent AI · Cybersecurity · Data Workflows
MillerOnline Lab is a personal research initiative for small, verifiable experiments in AI-assisted security, data pipelines, vulnerability remediation, and secure web fundamentals.
Current work
Testing retrieval-augmented workflows for vulnerability report explanation, remediation suggestions, and source-grounded outputs.
n8n · Vector DB · LLMDesigning event schemas for funnel analysis, loan-plan experiments, and SQL-ready behavioral analytics.
GA4 · BigQuery · SQLPublishing static sites with strict headers, predictable deployment structure, and low operational risk.
Cloudflare · CSP · HSTSOperating principles
We focus on reproducible workflows, defensive security, measurable analytics, and transparent infrastructure costs.
This site represents an independent experimental project. It does not present a formal company team, investment opportunity, financial product, or guaranteed AI platform.
Support the lab
Voluntary support helps cover small operating costs such as compute, storage, monitoring, test environments, domain fees, and documentation work.
This website does not provide financial services, investment products, token sales, lending products, securities offerings, or public fundraising for a business venture.
BTC support is treated as a voluntary donation only. No return, equity, profit-sharing, interest, dividend, token, voting right, service credit, or future benefit is promised.
Scan to make a voluntary BTC donation.
Security posture
This site is intentionally simple: no login, no user accounts, no investment product, no token sale, and no promise of financial return. Security headers are included for basic static-site hardening.