MSMarek Skopowskiinblog.skopow.ski·Jun 27 · 6 min readMCP vs ACP: Clarifying the Protocol Layer in the Agentic EraThe rapid evolution of the AI developer space has shifted our focus from single-turn propmpts to autonomous, multi-agent workflows. Building a system that scans code, writes a PR, runs tests, and depl00
MSMarek Skopowskiinblog.skopow.ski·May 2 · 7 min readA Good Agent Skill Is a Contract, Not a PromptWhen people start using AI coding agents seriously, they usually make the same mistake: every time the agent does something wrong, they add another instruction. One more rule, one more exception, one 40
MSMarek Skopowskiinblog.skopow.ski·Apr 11 · 6 min readStop Writing Bigger Prompts. Start Designing Agent Skills.When an AI coding agent does something wrong, the natural reaction is to add more instructions. Another rule. Another example. Another edge case paragraph. The prompt grows from a few hundred tokens t95BA
MSMarek Skopowskiinblog.skopow.ski·Mar 8 · 4 min readSmall Pull Requests Win Every TimeOne of the simplest engineering habits that dramatically improves team productivity is to Keep the pull requests small. It sounds obvious. Yet in many teams, pull (merge) requests regularly contain 00
MSMarek Skopowskiinblog.skopow.ski·Feb 8 · 3 min readAllocation Rate in Go and JavaGarbage Collection discussions often drift into theory: algorithms, generations, colors, phases. In practise , most real GC problems come from one simple thing: Allocation rate is too high Today we’re going to discuss how high allocation rate affec...00