AI Solutions Architect & Systems Integrator | Healthcare RCM Automation
6 years in US medical billing and HIPAA compliance, now building GenAI workflows, enterprise systems and self-hosted infrastructure for HealthTech.
Production systems focused on eliminating manual operational bottlenecks and accelerating healthcare revenue cycles.
n8n · EspoCRM · Google Workspace
Automating cross-system handoffs, webhook ingestion pipelines, and daily patient intake queues to eliminate lost tickets and manual status follow-ups.
Bedrock AgentCore · Python
Autonomous support agents and multi-agent coordination systems using semantic vector search over complex billing manuals with strict schema validation.
DigitalOcean · Docker · PostgreSQL
Hardened cloud VPS hosting environments with isolated Docker containers, PostgreSQL connection pooling, reverse proxy security, and automated database pruning.
Technical case studies, architectural postmortems, and field notes.
How I replaced a manual support workflow with an orchestrator, four specialist agents, parallel RAG, guardrails, memory and full tracing, and what I learned along the way.
How I shipped a multi-tool AI agent with memory, RAG, code execution, and browser automation — and survived Windows packaging bugs, IAM permission walls, and a sandbox session revocation along the way.
Moving n8n from local testing to a real production stack surfaces a specific set of infrastructure problems. Here's what broke, why, and the exact fixes.