Building production automation, retrieval-grounded agents, and the internal platforms they feed.
I build automation that runs unattended against real operational data — student lifecycles, fee collection, telephony reporting — and the internal platforms that make its output usable by the people doing the work.
I joined SkillCircle in February 2025 as an IT Executive, running hosting for 1,200+ domains across cPanel, DNS, SSL and Linux. I began automating the repetitive parts of that job; the automations became core operations, and in January 2026 the company created the AI & Automation Engineer role for it.
Ten workflows running on daily, scheduled and real-time triggers across Edmingle, Google Workspace, MCube telephony and WHMCS — no sandbox, no manual kick-off.
Retrieval-grounded answers with structured output and an explicit escalation flag, so refunds, complaints and account issues route to a human instead of receiving an invented reply.
Next.js and NestJS applications on Supabase — job portal, admission dashboard, sales portal — owned from data model and migrations through interface and deployment.
Happy to walk through any workflow or platform on this site, live.
Technologies and tools I use to build production systems.
Ten production workflows on scheduled, webhook and real-time triggers.
Qdrant vector store, Gemini embeddings, 800/80 chunking, top-8 retrieval.
Structured output with explicit human-escalation branches.
Ad-creative generation and grounded support responses.
Retrieval chain and output parsing inside the support agent.
Fee reminders and outbound messaging before the n8n migration.
Focused on production automation, grounded agents and the systems they integrate with.
Let’s talk about the manual work you’d rather not be doing next quarter.
Let’s Collaborate