Production AI engineering
Building AI that performs beyond the demo
Field notes from shipping conversational AI: connecting healthcare systems, orchestrating agents, operating real-time voice infrastructure, and making the entire system observable and reliable.
Featured work
Inside production conversational AI
Integrating EHR Systems into Voice AI Workflows
Practical patterns for connecting Electronic Health Record APIs to real-time voice AI agents
Building Multi-Agent Conversational AI Systems with LangGraph
How to architect multi-agent systems for production conversational AI using LangGraph's graph-based orchestration
Production-Grade Telephony: SIP, Failover, and Reliability
Engineering reliable SIP-based telephony infrastructure for AI voice agents at scale
Real-Time Monitoring for AI Agents with Datadog
Setting up comprehensive observability for conversational AI agents using Datadog's monitoring stack
More field notes
AI, platforms, and applied engineering
Building a Three-Node Kubernetes Homelab That Fails Gracefully
September 6, 2026
Observability as a Product Surface, Not a Wall of Charts
September 5, 2026
Self-Hosting Mail Behind Residential Internet Without Pretending the Network Is Reliable
September 4, 2026
Designing a Local-First AI Platform Around an RTX Workstation
September 3, 2026
Replication Is Not a Backup: Designing Storage by Recovery Intent
September 2, 2026
Deploying Python Microservices on Kubernetes: Lessons Learned
July 5, 2024
RAG Pipeline Design: From Prototype to Production
April 18, 2024
AWS Lambda for GenAI: Async Functions at Scale
February 10, 2024
API-First Development: Designing Resilient Third-Party Integrations
October 25, 2023
Django REST Framework at Scale: Patterns for High-Traffic APIs
July 14, 2023
Infrastructure as Code with Terraform: Managing Multi-Cloud Deployments
April 20, 2023
Mastering Cost Efficiency: Unleashing the Full Potential of Serverless Architectures
February 2, 2023
Securing Serverless: Mastering Protection in the Cloud Era
February 2, 2023
Unleashing Efficiency: Mastering Cloud Operations for Optimal Performance
February 2, 2023
Unleashing the LLama Model: A Journey into Containerized AI Power
February 2, 2023