services
What I actually ship on freelance missions — not a generic agency menu.
Linux hardening & audits
Server posture review, vuln scan prioritization, config hardening, and a clear remediation backlog you can execute.
Secure Python APIs & SaaS
FastAPI / Python backends, auth, APIs, and product features with security practices baked in from day one.
DevSecOps health checks
CI/CD review, secrets handling, deploy gates, observability basics — make the pipeline safer without freezing delivery.
Ops automation
Bash / Python / PowerShell tooling for repeatable admin, DNS, MCO-style tasks, and less manual firefighting.
IAM & access hygiene
LDAP / PKI-minded access reviews, least privilege, and practical hardening of how people and services authenticate.
AI feature integration
Chatbots and custom model integration into real products (import pipelines, agents, NL→data) — when it serves the business.