Projects & Systems

Production case studies, multi-agent AI systems, self-hosted automation infrastructure, and healthcare revenue cycle platforms.

Featured Systems & Case Studies

Amazon Bedrock Customer Support Agent

Case Study

A production support agent built on Amazon Bedrock AgentCore and Python, integrating vector search with validated policy manuals and strict schema validation.

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AgentCore Vector Search Schema Validation Python

NovaMart Multi-Agent Support System

Case Study

Multi-agent orchestration using Amazon Bedrock AgentCore and Strands Agents to triage user inquiries, route escalations, and reconcile orders deterministically.

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AgentCore Strands Agents Python

Production Self-Hosted Automation Stack

Field Notes

A hardened self-hosted n8n automation stack on Linux VPS, migrating from SQLite to PostgreSQL connection pooling with automated execution pruning and reverse proxying.

Read Production Postmortem

n8n SQLite to PostgreSQL Docker Linux

EspoCRM & Power BI Operations Platform

Enterprise System

Enterprise intake architecture configured for 500+ users with multi-level role-based permissions, automated queue routing cutting response time by 50%, eliminating ~15% ticket loss, and executive Power BI dashboards.

EspoCRM Power BI Role-Based Access Operations

RiskSphere RCM Denial Modeling

Analytics

Adapted from a credit-risk (loan default) model to RCM denial pattern analysis. Analytical dashboard built with Streamlit and Python for assessing claim reimbursement risk, uncovering repeat denial patterns, and guiding pre-submission fixes.

Python Streamlit RCM Denial Analysis

More Tools & Pipelines

GridPulse Intake Operations Tracker

Operational tracking dashboard displaying daily healthcare intake volumes, turnaround times, and pending account statuses for operational teams.

Python Streamlit Operations

AutoPulse Scheduled Job Monitor

A lightweight monitoring dashboard that tracks background automation jobs, execution runtimes, and webhook error rates across scheduled integration scripts.

Python Streamlit Monitoring

Video Localization Pipeline

Automated audio processing pipeline using OpenAI Whisper and FFmpeg to transcribe, translate, and generate synchronized multilingual video subtitles.

Python Whisper FFmpeg

Have an architecture or operational challenge?

I am always open to discussing workflow automation, RCM infrastructure, and custom tooling.

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