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Artur Olszak
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Journal

Writing

Notes and articles, collected here as I publish them.

post 5 November 2026

MARSHAIL 1.2.0: agents that close the feedback loop, and a new workbench mode

Two changes in MARSHAIL 1.2.0 that came from everyday friction: agents now run and fix their own work before reporting back, and workbench mode covers iterative work that doesn't fit a plan.

article 26 June 2026

Why I Built MARSHAIL: A Practical Framework for Human-Approved AI-Assisted Software Delivery

Releasing the first version of MARSHAIL - a canonical, human-approved workflow for AI-assisted software delivery, with a durable knowledge layer and configurable autonomy modes.

post 1 May 2026

Author your AI-assistant config once, sync it to every tool (Cyncia)

A small utility that lets you define rules, skills, custom agents, and MCP config once - then sync them into the formats and locations each AI coding tool expects.

article 14 February 2026

My current take on AI-assisted development - worth exploring sooner than later

It's not the code generation that surprised me - it's the workflow. Why I think it's worth jumping on this train now, even if only to find its limits.

Artur Olszak Solution Architect & Software Engineer
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