Building a computer for local AI is not quite the same as building a gaming PC. Faster processors and more GPU horsepower can certainly help, but for running large language models locally, one specification often determines what your system can… Read more: How Much VRAM Do You Need for Local AI?

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 draw it correctly the real question becomes whether your execution… 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 less on writing longer instructions and more on carefully controlling… Read more: Context Engineering Is Becoming the Core Discipline for Building Reliable AI Agents