"My Road to 1% Developer" Series
This is a Proof of Concept (PoC) designed to explore advanced system architecture, Game Theory, and Python modularity.
- Concept & Architecture: Designed by Matthew Jakubowski.
- Code Implementation: Generated in collaboration with AI (Google Gemini) to study advanced patterns (Dataclasses, Cryptography logic).
Goal: I built this to understand how complex systems (like anti-disinformation protocols) can be structured in Python, moving beyond basic scripts to full architectural frameworks.
In the age of Generative AI, the cost of creating fake news is zero. We need a system where truth is backed by economic stakes.
- Reputation Staking: Lying costs money (Slashing).
- Sybil Defense: Bots cannot afford to attack the network.
- Provenance: Tracking the origin of data (C2PA style).
python main.py