Engineering Notes
These posts connect to my real job work: full-stack product delivery, marketplace and healthcare workflows, mobile releases, payments, cloud deployment, automation, and team leadership.
Software Engineering
8 min read
A practical look at the kind of full-stack work I do in client products: project intake, contractor bidding, payment state, compliance checks, and reliable release flow.
Published Jun 25, 2026
AI Agents
12 min read
A backend-first explanation of how a production RAG pipeline works, from embeddings and HNSW retrieval to hybrid search, filters, reranking, and prompt augmentation.
Published Apr 10, 2026
Tech
11 min read
My production deployment flow for Node.js apps using GitHub Container Registry, EC2, webhook-based redeploy, Nginx reverse proxy, and SSL via Certbot.
Published Feb 16, 2026
AI Agents
9 min read
My practical learning roadmap for building reliable AI-agent workflows, with clear boundaries, tool control, and evaluation habits.
Published Feb 10, 2026
n8n
8 min read
The practical n8n structure I am using in learning projects to automate workflows with validation, retries, and human approval points.
Published Feb 5, 2026
Team Leadership
7 min read
The leadership system I use to keep velocity high while reducing rework: explicit ownership, short feedback loops, and decision logs.
Published Jan 30, 2026
Software Engineering
10 min read
A delivery process I use across client work to move from requirements to production with fewer surprises and better stakeholder confidence.
Published Jan 20, 2026
Tech
6 min read
Key architecture and stack decisions from recent projects that reduced cost, improved reliability, and accelerated shipping.
Published Jan 12, 2026