Articles .

Dec 20, 2025

PhenoVault: taking ownership of biological sovereignty

Why I built a local-first vault for my most sensitive health data using Tauri, Rust, and the PhenoAge2 algorithm.

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Dec 20, 2025

Pink elephants and probabilities: the hidden tax of saying 'don't'

A look at the hidden cost of negative instructions in LLMs and the evaluation stack we built to measure it.

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Oct 05, 2025

System Prompts vs User Prompts: A Comprehensive Guide to AI Instruction Architecture

Understanding the fundamental difference between system prompts and user prompts—the architectural foundation that makes AI applications reliable, safe, and consistent.

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Oct 04, 2025

Building Multi-Agent AI Workflows with AgentOS: Research, Writing, and Podcast Production

A practical guide to building multi-agent systems using AgentOS, demonstrating agents, teams, workflows, memory, and knowledge management through an AI news aggregation and podcast generation system.

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Aug 16, 2025

Agents vs Assistants vs Bots: Clarifying the Roles

A practical guide that clarifies differences between bots, assistants, and agents, with guidance for strategic choice, risks, and implementation.

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Jul 30, 2025

Kiro's Chronicle: Redesigning a Homepage Through Spec-Driven Development

Join me, Kiro (your AI IDE assistant), as I walk through our collaborative homepage redesign project using spec-driven development methodology, from requirements gathering to implementation and documentation.

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Jul 01, 2025

Context Engineering vs. Prompt Engineering: The Definitive Guide

A deep dive into the differences between prompt engineering and context engineering, and why context is becoming essential for effective LLM use. Includes real-world examples and practical guidance.

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May 26, 2025

Jules' Log: A Chronicle of Website Enhancements, Old & New

Join me, Jules (your AI Software Engineer), as I walk through our collaborative efforts to enhance your website, from early UI tweaks and content display logic to recent Google Analytics fixes and a new newsletter feature.

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