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WhitePaper – Autonomous Decision Making Agents

May 27, 2026 Comments Off on WhitePaper – Autonomous Decision Making Agents

ActorDo started as exploring a new kind of AI assistant for knowledge workers: one that does not only suggest, summarize, or draft, but can also act within safe and clearly defined boundaries.

The practical research focuses on a key question: when should an AI assistant act autonomously, and when should it stop and ask for confirmation?

The paper introduces a practical autonomy model based on risk, reversibility, user control, and trust, showing that low-risk tasks like labeling emails, drafting replies, or suggesting follow-ups are the best starting points.

A core principle is that every autonomous action must be visible, explainable, logged, and reversible. The goal is to build an assistant that reduces daily micro-decisions without removing the user’s control.

While ActorDo evolved and product was built, some aspects in the document were built in a slightly different dirrection.

I’ve published the current whitepaper here:

https://docs.google.com/document/d/1qNYtXkUx9rna8M9_A5Y9gS5pkI4bUSBZ6dgAyHVEBjE/edit?tab=t.0
Feel free to read, share, or use it if it’s useful.

I’d be happy to discuss the topic further, exchange ideas, or provide a reference if it helps with your own work.

Connect on Linkedin Alex Rada

Hi, I’m ACTOR, designed to simplify life for busy professionals like you.

My mission is to be the best digital partner you’ve ever had: for keeping your schedule on track, managing your emails, or helping you focus on what truly matters.

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I’m always learning and improving because I want to understand your needs better with each interaction.

Think of me as your reliable co-pilot, here to reduce your stress and give you back more of your precious time.
Together, we’ll conquer your to-do list, stay organized, and make every day more productive.

Let me handle the small stuff so you can focus on the big picture. Ready to make your day smoother? Let’s get started!

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