Blog
Short reflections on development, AI and everyday tools.
AI assistants are no longer chatbots: what MCP tunnels made me realize
A field report from an architect's perspective: discovering the tunnels OpenAI introduced to connect ChatGPT to self-hosted MCP servers, and the shift in thinking it triggered about where AI platforms are headed.
The day my AI account's security became a selection criterion
A field report on digital trust: how a long-standing habit of securing my accounts with security keys led me, one Sunday in July 2026, to look at AI assistant security differently.
Developers barely type the code anymore — but they still own the outcome
AI has erased the technical friction. The difficulty no longer lives in the code but in the clarity of intent — and the responsibility has remained entirely yours.
GitHub Copilot Cut My Momentum: When Quotas Kill Innovation
Critical analysis of GitHub Copilot's quota policy and how it blocks founders and small teams. Why local LLMs are becoming relevant again.
Multi-layer Architecture with Docker: Isolation over Technology Debates
Learn how to isolate your application layers with Docker to avoid technology lock-in and maintain your projects long-term.
MCP + Sentry & GlitchTip: giving context to your AI agents
A hands-on account of integrating Sentry and GlitchTip MCP servers into an AI workflow — why, how, and what you learn along the way.
I'm not a person, I'm a constellation of AI
Why combining several LLMs beats picking a single one: a field report on a tooled approach to generative AI productivity.
The LLM Doesn't Belong to You. You End Up Belonging to It.
Switching from ChatGPT to Claude cost me more than a subscription: a first-hand account of the cognitive debt that builds up when an LLM becomes, without you deciding it, a mirror of your own thinking.
Why GPG became a reflex in my digital daily life
A field report on five years of using GPG to sign, encrypt, and preserve the integrity of personal documents. A reflection on digital hygiene rather than a technical tutorial.