notes on building ai products, infra, and growth


The Moat in AI Isn't the Model. It's the System Around It.

by Piotrek · Feb 26, 2026 · ai orchestration architecture

A lot of companies focus on optimizing the wrong part of their AI stack. I know because I made the same mistake early on. Here's why the orchestration layer is where the real value lives.

The Developer Role in 2026: It Didn't Disappear, It Forked

by Piotrek · Feb 20, 2026 · developer role 2026

Two years building with Claude Code taught me what actually changed. The developer role split into Architect-Operator and AI Workflow Engineer. Here's the framework for staying valuable.

When AI Agents Become the Buyer: What Per-Seat SaaS Didn't See Coming

by Piotrek · Feb 19, 2025 · when ai agents become the buyer

The €300B enterprise SaaS market was designed for people using dashboards. AI agents use endpoints instead. This shift has direct implications for HR platforms and per-seat pricing.

I open-sourced my Claude Code setup

by Piotrek · Feb 1, 2025 · dotclaude

My dotclaude repo is live on GitHub: hooks, agents, skills.