Blog

A Year of Agents, Measured in the Git Log

A commit graph over 2026: human-only commits fading out as agent co-authored commits take over

I stopped guessing how much of my work agents do and counted. 8,385 commits, 26 repositories, nine months. Throughput roughly tripled, the commit messages got better than mine, and one bug shape came back three times. Here is the whole picture, including the parts that broke.

October 26, 2026

Recursive Self-Improvement: The Loop That Improves Itself

Recursive self-improvement drawn as an outward spiral, each turn wider and heavier than the last

Recursive self-improvement is the idea that a system gets better at getting better. The dramatic AI version hasn't happened. A quieter version is already running on my machine, and in every good team I've worked with.

October 12, 2026

Feedback Loops: Keep Them Short and Fast

A feedback loop drawn as an inward spiral, each turn tighter and faster than the last

The length of your feedback loop sets the speed limit on how fast your team can learn. Shorten the loop, and almost every other problem gets smaller.

August 14, 2026

Building Koppa: Laravel, Flutter and Kubernetes at Scale

Koppa app: predict the score, beat your friends

A technical case study of the platform I founded and still operate — a Laravel API, a Flutter app and a Kubernetes cluster serving 150,000+ registered users across 15 countries. The architecture, the trade-offs, and the parts I got wrong.

August 1, 2026

You Already Understand How AI Thinks

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AI isn't some alien intelligence. It's probability — the same kind of thinking you learned in high school and use every single day. Once you see the connection, everything about AI starts to make sense.

June 13, 2026

Vibe Coding

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There's a new kind of flow state in software development. You're not just coding — you're vibing. Here's what that actually means, why it's genuinely exciting, and what you still need to watch out for.

February 23, 2026

Signal-to-Noise Ratio for Product Managers

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Discover how signal-to-noise ratio is a powerful metaphor for product managers to focus on what truly matters and ignore distractions

February 10, 2026

AI and AGI

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Artificial Intelligence is already everywhere, but AGI represents a very different and much more ambitious goal. This article explains what AGI is, how it differs from today’s AI, and why it matters.

December 16, 2025

Table-Top Definition — The Driver’s License for Feature Teams

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A practical explanation of how a Table-Top Definition creates clarity, accountability, and safe autonomy for DevOps feature teams—acting as a maturity-driven 'driver’s license' before owning production systems.

December 4, 2025

RTFM First. Then Ask.

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In tech, there’s a sacred rule: before asking another engineer for help, try reading the manual. A funny look at why RTFM exists, and why it saves everyone’s sanity — including yours.

November 3, 2025