The fight over Model Context Protocol (MCP) versus direct API integration is a fight about the wrong boundary. The line that matters runs between reasoning and execution, and once you… Read more: MCP vs API: where the execution layer actually lives

If you’ve been solving inconsistent LLM behavior by continually expanding your prompts, you may be optimizing the wrong variable. As production AI systems become increasingly tool-driven and multi-turn, reliability depends… Read more: Context Engineering Is Becoming the Core Discipline for Building Reliable AI Agents