2 papers
cs.AI2026
Tool Attention Is All You Need: Dynamic Tool Gating and Lazy Schema Loading for Eliminating the MCP/Tools Tax in Scalable Agentic Workflows
Anuj Sadani, Deepak Kumar
The Model Context Protocol (MCP) has become a common interface for connecting large language model (LLM) agents to external tools, but its reliance on stateless, eager schema injec…
cs.SE2026
SWE-PRBench: Benchmarking AI Code Review Quality Against Pull Request Feedback
Deepak Kumar
We introduce SWE-PRBench, a benchmark of 350 pull requests with human-annotated ground truth for evaluating AI code review quality. Evaluated against an LLM-as-judge framework vali…