Projects

Fraktalia & Open-Source Initiatives

Featured Project: Fraktalia

Fraktalia (historically developed under the project name openEugenia) is an open-source, educational, and social platform that unites personal knowledge management, peer-to-peer learning, and human-centric Artificial Intelligence.

The project is built on two core dimensions: a personal dimension, where users build and reinforce their sovereign knowledge base, and a social dimension, where users connect around shared and complementary knowledge.

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Architectural Philosophy & Data Sovereignty

Fraktalia embraces the movement toward a decentralized web (Web 3.0):

• Peer-to-Peer Connections: Users connect directly through a P2P architecture without relying on a central server that holds or monetizes their personal information.
• Full Data Sovereignty: When software manages data as intimate as an individual’s knowledge base, it must remain private and completely under the user’s control.
• Ethical, Non-Commercial AI: Fraktalia’s algorithms and assistants operate strictly without commercial data exploitation, ensuring total user autonomy.

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The Personal Dimension: Knowledge Base & Eugenia

1. Multi-Format Knowledge Extraction

Users build a personal database composed of individual knowledge items extracted from diverse multi-modal sources, including scientific papers, PDFs, web pages, images containing text, and audio/video transcripts.

To remove the burden of manual formatting, Eugenia—the user’s personal AI agent—automatically detects and suggests key knowledge snippets worth preserving from submitted documents.

  +-------------------+
  |  Multi-Modal      |  (PDFs, Web pages, Images, Audio/Video)
  |  Document Sources |
  +---------+---------+
            |
            v
  +-------------------+
  |  Eugenia Agent    |  (Automated natural language extraction)
  +---------+---------+
            |
            v
  +-------------------+
  |  Personal         |  (Database of structured knowledge snippets)
  +-------------------+

2. Active Knowledge Reinforcement & Spaced Learning

Preserving knowledge requires active recall. Fraktalia integrates an adaptive learning algorithm:

• Mastery Score (\(s\)): Every piece of knowledge is assigned a score from \(0\) (low mastery) to \(1\) (high mastery).
• Interactive Quizzing: Eugenia conducts conversational review sessions on topics with lower scores, recalculating the mastery level after each answer based on semantic comparison.
• Temporal Aging Factor (\(f\)): To account for natural memory decay over time, scores decay periodically; however, as a concept is repeatedly mastered, its stability increases and decay slows down.

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The Community Dimension: Sovereign Social Network

                  +--------------------------------+
                  |  User A (Public Knowledge Base) |
                  +---------------+----------------+
                                  |
                      Intersection & Complementarity
                                  |
                  +---------------+----------------+
                  |  User B (Public Knowledge Base) |
                  +--------------------------------+

1. Privacy & Scope Control

Users maintain granular control over their data by declaring every knowledge item as either Public or Private. Private items remain strictly isolated within the user’s local context and are inaccessible to other users or automated matching algorithms.

2. Intelligent Peer Matching & Knowledge Sharing

By analyzing public knowledge intersections, Eugenia matches users with similar interests or complementary expertise, enabling collaborative exchange without centralized tracking.

3. Wikipedia-Style Collaborative Curation

To correct individual biases and inaccuracies over time, community members can suggest updates or refinements to shared knowledge, creating transparent versioning and collective verification.

4. Virtual Knowledge Entities

Beyond human interactions, Fraktalia introduces virtual users—AI-interpreted abstractions representing specific domain libraries, historical figures, or academic subjects with which users can converse directly.

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Getting Involved & Code Repository

Fraktalia is an open-source project welcoming developers, researchers, and educational scientists.

• Source Code: Hosted on our official openEugenia GitHub repository.
• Contributions: We invite contributions in P2P protocols, natural language processing, privacy-preserving algorithms, and UI/UX design.