4 papers
Reliable Graph-RAG for Codebases: AST-Derived Graphs vs LLM-Extracted Knowledge Graphs
Manideep Reddy Chinthareddy
Retrieval-Augmented Generation for software engineering often relies on vector similarity search, which captures topical similarity but can fail on multi-hop architectural reasonin…
Enterprise Identity Integration for AI-Assisted Developer Services: Architecture, Implementation, and Case Study
Manideep Reddy Chinthareddy
AI-assisted developer services are increasingly embedded in modern IDEs, yet enterprises must ensure these tools operate within existing identity, access control, and governance re…
Stateless Snowflake: A Cloud-Agnostic Distributed ID Generator Using Network-Derived Identity
Manideep Reddy Chinthareddy
Snowflake-style distributed ID generators are the industry standard for producing k-ordered, unique identifiers at scale. However, the traditional requirement for manually assigned…
A Chunked-Object Pattern for Multi-Region Large Payload Storage in Managed NoSQL Databases
Manideep Reddy Chinthareddy
Many managed key-value and NoSQL databases - such as Amazon DynamoDB, Azure Cosmos DB, and Google Cloud Firestore - enforce strict maximum item sizes (e.g., 400 KB in DynamoDB). Th…