Building the Unbreakable Contract: An AI-powered pipeline for vulnerability classification and repair
We present a comprehensive approach that scrapes, classifies, and repairs smart contract code using advanced language models and automated static analysis. The system extracts source code and metadata from public and private repositories, performs preprocessing to normalize syntax variants, and feeds two main engines: a fine-tuned Llama-2 for RFC vulnerability classification and a GPT-3.5 with engineered prompts designed to generate safe, contextual repairs, all supervised by static analysis with Slither to verify failures, detect risk patterns, and validate fixes.
Key pipeline stages
1 Scrape and normalize code to consolidate versions and dependencies
2 RFC classification with fine-tuned Llama-2 to prioritize vulnerabilities by risk and reproducibility
3 Static analysis with Slither to identify classic vulnerabilities and emerging patterns
4 Patch and recommendation generation with prompt-engineered GPT-3.5, focused on security and best practices
5 Automatic patch verification through unit tests, simulations, and a new Slither pass
6 Feedback loop for continuous retraining and reduction of false positives
Practical advantages
The combination of RFC classification and automatic repair drastically reduces triage times, improves the quality of fixes, and facilitates safer deployments in production environments. Our pipeline integrates with CI/CD pipelines, incident management systems, and cloud platforms to deliver a complete DevSecOps cycle capable of scaling to dozens of repositories and contracts per minute.
Integration with cloud and business services
We implement solutions compatible with AWS and Azure cloud services for secure deployment, continuous auditing, and real-time monitoring. Additionally, we connect results to business intelligence tools and Power BI so that executive teams obtain actionable risk and compliance dashboards.
About Q2BSTUDIO
Q2BSTUDIO is a custom software and application development company specialized in artificial intelligence, cybersecurity, and enterprise solutions. We offer custom software, custom applications, AWS and Azure cloud services, business intelligence services, and AI-based solutions designed for AI for businesses. We have experience in AI agents, Power BI integration, and secure architectures that comply with industry regulations and best practices.
Why choose us
Combining our expertise in cybersecurity and custom software development with advanced language models allows us to deliver automatic repair solutions that not only fix errors but also teach teams to avoid vulnerable patterns. We offer audits, security consulting services for smart contracts, integration with deployment pipelines, and training for teams in secure development best practices.
Take your smart contracts to the next level with a solution that unites AI research, professional static analysis, and industrial deployment. Contact Q2BSTUDIO to design a personalized strategy in custom applications, custom software, artificial intelligence, cybersecurity, AWS and Azure cloud services, business intelligence services, AI for businesses, AI agents, and Power BI.
