Hemakshi Singh@hemakshi1225

CardioDev-Guard is an AI-assisted project quality and risk analysis platform designed to help developers identify potential problems in a project before release. Instead of relying only on manual code review and scattered testing, the platform brings multiple quality checks into a unified analysis workflow. The system analyzes a project across several dimensions, including missing values, duplicate data, class imbalance, data leakage, model metrics, and overall quality indicators. Its modular architecture combines specialized analyzers with audit adapters, a central scanning pipeline, findings aggregation, explanations, recommendations, and reporting. The target users are students, developers, ML engineers, and project teams who need a practical way to validate an AI/ML project before deployment or submission. A user can provide a project and run the analysis through the application, review detected findings, understand why an issue matters, and use the generated recommendations to improve the project. A key aspect of CardioDev-Guard is its focus on turning raw analysis results into actionable developer feedback rather than simply displaying test outputs. The system organizes findings by type and severity and supports repeatable quality checks through dedicated analyzers and tests. IBM Bob was used throughout the development workflow as an AI development partner for project ideation, implementation, debugging, testing, code analysis, documentation, and refinement. The team used Bob to work across the codebase, create and improve components, investigate issues, generate tests, and iterate on the final implementation. The project demonstrates how AI-assisted development can be combined with structured software-quality checks to make project validation more systematic, explainable, and easier to review before release.

💻 Online Hackathon | ⏳ Build: 48 hours | 📅 September 25–27, 2026 The official IBM Bob 2.0 hackathon. Build what's next in AI-assisted development, alongside the developers and experts shaping it. ⭐ Get help from experts throughout the event 🤝 Join a team or build solo 💰 Prize pool: $12,000 🧑🏻‍💻 Register before the Kick-Off Stream to start building with Bob

🌎 Hybrid Hackathon | 💻 Online Build: September 10–16, 2026 | 📍 On-site: September 15–17, 2026 The official hackathon of AI Infra Summit — co-organized by Kisaco Research and lablab.ai. Build production-grade AI applications on the modern AI infrastructure stack, alongside 8,000+ attendees, researchers, founders, and infra leaders. 📍 On-site Venue (September 15–17): Santa Clara Convention Center 5001 Great America Pkwy, Santa Clara, CA 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered.