Tool-Surface Compression: Designing Systems for AI Agents
2,500 API endpoints. Expose every one of them as an MCP tool and you get, according to Cloudflare, 1.17 million tokens for tool definitions alone, before the
2,500 API endpoints. Expose every one of them as an MCP tool and you get, according to Cloudflare, 1.17 million tokens for tool definitions alone, before the
Workflow automation used to be simple. Trigger fires, steps execute, data moves from A to B. Every branch is predetermined. Every outcome is scripted. The human
How Claude Sonnet 4.5 and GitHub Copilot helped us navigate the maze of custom Backstage integrations The Backstage Promise (and the Reality) Spotify's
Short read (~6–7 min) – focused on the operational side of Model Context Protocol (MCP) enablement. 1. Problem in Practice Single MCP servers are easy.
Introduction Model access alone rarely delivers differentiated organizational value. Real leverage appears when language models can safely invoke tools
The world of AI is evolving rapidly, and with it, the way we interact with APIs and infrastructure. At Infralovers, we're excited to explore how Postman's new
The Model Context Protocol (MCP) specification was introduced by AI research company Anthropic. Since its release, it has seen widespread adoption across