Why Persona Matters: The Hidden Cost of Generic AI Prompts
How role-based prompt engineering drives 40% accuracy gains and reduces enterprise AI costs by up to 98%
strategy leadership
Orchestrator Building reliable, observable, and automated systems.
I write about engineering decisions, automation, infrastructure, and the projects I build.
Recent Blog Posts
View all →The Hidden Cost of Haste: Why AI Transformations Fail Without Data Maturity
Leadership guide to avoiding the 60-95% failure rate by building foundational data capabilities before AI deployment
ai-transformation data-strategy
Context Engineering: Building Intelligent Information Logistics for LLMs
From RAG to multi-agent systems—master the design patterns, optimization techniques, and architectural decisions shaping production LLM applications in 2025
context-engineering rag
Featured Projects
View all →Octo: Intelligent Distributed HTTP Monitoring
A lightweight, high-performance monitoring system built with Go, React, and TimescaleDB.
go react timescaledb
Self-Hosting with Podman and Quadlets on a Raspberry Pi
A secure, non-privileged approach to running containerized services on a home server.
podman linux pki