• Home
  • Projects
  • Blog
  • About
Red Hat enterprise-specific benchmarks for coding agents: Why we built RH SWE-bench

Red Hat enterprise-specific benchmarks for coding agents: Why we built RH SWE-bench

by Rounak Bende | Oct 21, 2026 | AI, Developer Productivity

Coding agents promise to revolutionize software development, but how do we know if they’re any good at the kind of work enterprise teams do every day? SWE-bench, a benchmark for evaluating large language models (LLMs) on real-world software issues, established...
Code execution with MCP: How sandboxed Python replaces tool schema bloat in AI agents

Code execution with MCP: How sandboxed Python replaces tool schema bloat in AI agents

by Rounak Bende | Apr 23, 2026 | AI

As the number of tools connected to an AI agent grows, JSON Schema definitions become a massive scaling bottleneck. Every tool carries a full schema that gets loaded into the LLM’s context window on every turn. Our tests show that replacing these schemas with a...

Categories

  • AI
  • Developer Productivity
  • Edge Computing
  • Hybrid Cloud
  • Sustainability
  • Trust
Privacy statement
Terms of use
All policies and guidelines
About

Copyright © 2021-2026 Red Hat, LLC