The projects presented in this section emerged from a series of independent technology experiments and early-stage product ventures developed outside traditional organizational environments.
These initiatives explore different technological domains and address a variety of problem spaces — ranging from knowledge structuring systems and AI-driven profiling to experimental development of digital products and software systems. As a result, the technologies, development approaches, and system architecture decisions vary across projects and are adapted to the specific goals of each system.
Unlike typical engineering roles — where responsibilities are often limited to specific components of a system — these initiatives required full end-to-end ownership across the entire product lifecycle, from initial concept and system architecture design to implementation, iteration, and deployment.
Each project represents a practical exploration of a particular idea, methodology, or technological direction through the development of a functional system or product.
AIKnowsMe is an independent AI system that explores AI-driven profiling through structured interaction between a user and an AI model.
The initial inspiration for the project originated from a simple idea expressed through the question:
“Ask ChatGPT Who You Are.”
This idea was first presented in the article “Ask ChatGPT Who You Are – My very first post!”, which explored how modern large language models might interpret a person's digital footprint and construct an understanding of their identity.
As the idea evolved, the project developed into a system where AI actively profiles the user through a structured dialogue process.
Within this model, the system:
asks a series of targeted questions
analyzes responses across multiple iterative rounds
identifies patterns in thinking, interests, and professional inclinations
Based on the collected responses, the system generates a structured psychological and professional profile of the user.
The goal of this approach is to explore systems that can assist in:
understanding personal and professional tendencies
supporting career direction decisions
evaluating compatibility between candidates and specific roles or teams
AIKnowsMe currently operates as a fully functional non-commercial system implemented through a custom GPT, while future development may involve building a full production platform and exploring potential commercial applications.
Treeveal explores new approaches to structuring and navigating complex knowledge systems.
The core idea of the project is based on representing complex concepts and information through a tree-structured knowledge model, where ideas are organized through roots, branches, and interconnected nodes that form a coherent structure of knowledge.
The name itself combines the words tree and reveal, reflecting the idea that the internal logic and relationships within knowledge become visible when information is structured in the form of a tree.
Within this model, information is not treated as isolated units but as elements of a broader structure where each concept has its own context, position, and flow within the knowledge system.
Everything you learn or create has roots, branches, and meaning.
Treeveal reveals the whole tree.
marcoderspace is an independent platform and development environment dedicated to experimenting with ideas, technologies, and new approaches to software creation outside the constraints often present in traditional organizational structures.
The platform serves as a space for developing experimental systems, educational materials, technical demonstrations, and independent product initiatives, with a particular focus on areas such as:
cybersecurity
data science
AI systems
software engineering
In addition to experimentation and development, marcoderspace also functions as a knowledge-sharing environment, where technical ideas, experiments, and projects are used to explore new ways of learning, building systems, and presenting complex technological concepts.
Space of Fun is a personal experiment in independent game development, initiated during the COVID period.
The project covered the full game development process — from the initial idea and game design, through programming and creation of graphical assets, to technical preparation and mobile deployment.
As an independent project, Space of Fun represents an exploration of the digital product development process within game development, as well as experimentation with different aspects of designing and implementing interactive systems.
