Learning Philosophy

I wanted to share a part of my journey towards mastery hence this blog is created. Inspired by the lessons from the book Mastery - by Robert Green. I aim to explore how deliberate practice, observation and reflection can lead to mastery, and how these principles formed the basis of the RWX framework.

Inspired by Linux file permissions, I created the RWX learning framework:

RWX (Read, Write, Execute)

Read: to learn
Write: to improve
eXecute: to understand

The RWX framework provides a structured approach to learning. It is based on the principles outlined in the book Mastery by Robert Greene, particularly the apprenticeship model: first absorb knowledge, then practice deliberately, and finally apply insights creatively.

It is simple but powerful: Read to absorb knowledge and gain exposure, Write to apply and refine understanding, and eXecute to internalize and master skills.

Reading (Exposure)

Reading represents exposure, which is the first stage of learning. It is not just about reading books etc., but about immersing yourself in knowledge through any process of learning such as video courses/tutorials, or observing experts and mentors with goal of understanding the underlying principles of a craft.
E.g:

Books and articles in your field
Lectures, tutorials, and workshops
Careful observation of mentors and practitioners

This stage aligns with the apprenticeship phase: gather information, develop intuition, and build a foundation for mastery.

Writing represents active refinement. After gaining knowledge, you internalize it by practicing, summarizing, and creating.
E.g:

Taking detailed notes and distilling/highlighting key insights
Creating small projects or exercises
Reflecting on lessons in a journal

This stage emphasis on deliberate practice: repeated, focused effort to strengthen skill, uncover gaps, and improve technique.

Execute (Mastery)

Execution is where knowledge is applied in real world situations(I sometimes referred it as active learning). This stage transforms learning into skill and eventually mastery.
E.g:

Applying skills to solve practical problems
Teaching or mentoring others
Iterating based on real feedback

From the book Mastery as Robert Greene’s explains,

mastery is reached when you can act intuitively yet consciously, producing results with skill honed by years of learning and reflection

Reflection

Whenever I learn something new, I follow the RWX framework. (R) I first gain exposure by watching YouTube tutorials, taking online courses, and reading books or articles related to the topic. (W) I then take notes in Notion, highlighting key insights, and organizing what I have learned from modules or sections. (X) Finally, applying what i’ve learned through hands-on practice, such as solving CTF challenges on TryHackMe or HackTheBox, and writing detailed writeups in Notion. This process turns learning into skill and helps me internalize knowledge effectively.

Following this workflow has also helped me understand some of the deeper principles behind effective learning. By focusing my time intentionally and avoiding distractions, I have been able to practice deep work more efficiently. Limiting choices and concentrating on fewer objectives, as explained in the paradox of choice, has made my learning even more effective. Mastery is a process, not a destination, and these experiments in deliberate practice and reflection have shown me how to steadily build skill over time.
I highly recommend reading the Azeria Labs:

alongside Robert Greene’s Mastery and Cal Newport’s Deep Work, as they complement this framework and have shaped how I approach learning and growth.

TL;DR

Reading = exposure
Writing = refinement
Execution = mastery

The RWX framework gives a repeatable path to mastering any skill or domain, inspired by the principles of apprenticeship, deliberate practice, and real-world application outlined from Robert Greene’s book Mastery.

RWX Learning Philosophy