I am an automation engineer who builds systems that run unattended in production, including outreach pipelines, data scrapers, and multi-agent AI workflows. I specialize in fail-safe design, implementing rate limits, deduplication, and audit logging to ensure reliability. I have shipped thousands of lines of production Python and full-stack SaaS applications.... Read more