Articles
Things I wrote
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Flow Efficiency Over Resource Efficiency
Handovers between specialists kill cycle time. Merging responsibilities lifts interdependencies and speeds up the whole chain.
Architecture Engineering Management -
A Causal Graph as AI Memory
Why I replaced my context.md with a DOT graph that the AI maintains — and why flat files stop working.
AI Productivity Tools -
Skills Over Tools: Why CLI Wrappers Beat MCP Servers for AI Agents
A markdown file that explains a CLI is more flexible than a fixed tool definition or a whole MCP server.
AI CLI Architecture -
From Audio to Action Items in Under a Minute
A CLI tool records meetings, transcribes them, and an AI agent processes the results into my operating system — no manual notes required.
AI Productivity Tools Go -
Building a Personal AI Agent with Raspberry Pi and Telegram
You don't need OpenClaw. A Raspberry Pi, a Telegram bot, and git hooks get you a persistent AI assistant you actually understand.
AI Productivity Tools -
From Markdown Notes to AI Chief of Staff
What happens when you keep extending a transparent system: it stops being notes and starts running your day.
AI Productivity Tools -
Shrink Your Dependency Surface: Use Cases Over Services
Use case architecture keeps dependency surfaces minimal, preventing circular dependencies as your app scales.
Go Architecture DDD -
A Note-Taking System That Works With AI, Not Against It
When your entire system is 50 lines of bash, AI can write whatever tooling you need.
AI Productivity Tools -
Building the First Open Source Legal MCP Server for German Law
German law is publicly available but practically inaccessible. Here's how to fix that with semantic search and MCP.
AI MCP Python -
Hexagonal Architecture Makes AI Assistants Extremely Efficient
The same structure that makes code maintainable makes it navigable for LLMs.
Architecture AI -
Parse, Decode, Validate: A Clean Pattern for Form Handling in Go
A simple three-step pattern that brings clarity and consistency to your web applications.
Go Web Development -
A Four-Part Framework for AI Prompts
A simple structure for system prompts that actually works.
LLMs AI -
Role-Based Access Control in Go with Chi
A lightweight RBAC implementation with no external dependencies.
Go Web Development -
Rolling Your Own Authentication in Go
Authentication isn't magic. Here's how to build it from scratch.
Go Web Development -
From NextJS to Go
Why I rewrote a side project from NextJS/Supabase to Go, and what I learned.
Go NextJS Web Development