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Repo-Insight is a graph-driven AI coding agent designed to eliminate cascading codebase breakages caused by standard large language models through an anti-RAG paradigm. Powered by FalkorDB and optimized for high-concurrency inference engines like SGLang, it shifts software engineering from naive text chunking to guaranteed structural completeness. Repo-Insight idempotently parses repositories via Tree-sitter into highly relational abstract syntax tree entities—mapping functions, classes, modules, call edges, imports, and inheritance—and embeds them concurrently. This acts as a strict control plane, enforcing deterministic graph traversals before any code modification occurs. The agent utilizes an autonomous, six-phase execution pipeline called Mode C. It syncs repository modification fingerprints, deploying surgical Cypher queries to clean stale files before localization combines vector search with language model extraction to pinpoint defect entry points along traceback paths. The engine deterministically expands the change subgraph to map the upstream blast radius of components that will break and the downstream impact radius of touched dependencies. A planning phase forces coverage across every exposed file, utilizing an autonomous validation gate to intercept hallucinations and drive self-correction before generating precise search-and-replace edit blocks. Finally, edits are applied to a hard-linked local sandbox, verified against test suites, and instantly re-ingested to compute post-edit graph deltas. Supported by a Streamlit studio, live debouncing watchers, a Model Context Protocol server, and SWE-bench orchestrators, Repo-Insight proves structured graph reasoning yields higher precision and safer codebases than pure parameter scale.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.