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Introduction to this blog, the why
Technology shifts. Sometimes gradually. Sometimes all at once. After more than 40 years in IT, I’ve learned to pay attention when the wind changes direction. In late 2024, I made a deliberate pivot from quantum computing research to applied artificial intelligence. The signal was unmistakable: AI is not just another wave — it is infrastructure-level change. This site documents that work. My focus is practical AI architecture, security, governance, and threat modeling — buildi


Third time's a charm: Building a Daily Chief-of-Staff Brief with Codex, Telegram, and Scheduled Automation
Executive Summary In this mini-project, I rebuilt a personal “Daily Brief” system that sends me a Chief-of-Staff-style summary each morning through Telegram. This was my third attempt at this idea. The first version, built with OpenClaw, took roughly 40 hours and ultimately proved too brittle. The second version, built with Claude Code, took closer to 15 hours but still did not become the stable, enduring system I wanted. This Codex-based build took about two hours and result


Building a Simple Streamlit AI Chatbot with OpenRouter Auto-Routing
Executive Summary In this mini-project, I built a small Streamlit-based AI assistant (an AI Chat Bot) and integrated it with OpenRouter so the application could dynamically route prompts across many large language models. The app itself is intentionally simple: A local Streamlit web interface A text input box for prompts An OpenRouter-backed model call A cost/quality slider (to indicate what kind of model OpenRouter should choose) Copy buttons for both the user question and m
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