Quillhash/QuillAudit_Smart_contract_Auditor_Roadmap

This project is a curated list of educational resources (a 'roadmap') rather than a functional software tool. With 628 stars and over 100 forks, it has established some SEO and community footprint as a starting point for Web3 security researchers. However, its defensibility is near-zero; it lacks proprietary code, unique datasets, or network effects beyond its star count. In the current market, it competes with more comprehensive and better-funded educational platforms like Cyfrin Updraft, Secureum, and OpenZeppelin's learning resources. The velocity is 0.0, suggesting it may be stale, which is a critical failure in the rapidly evolving blockchain security space where new attack vectors (like logic bugs in L2s or bridge vulnerabilities) emerge monthly. Furthermore, the rise of LLMs significantly degrades the value of static roadmaps, as AI can now generate personalized, interactive learning paths and explain security concepts in real-time. Platform domination risk is low because big tech doesn't care about niche blockchain pedagogy, but displacement by more active educational communities or AI agents is imminent.