It's almost 2026. Agents can follow complex instructions, use dozens of tools, and work autonomously for hours. But ask them the same question twice and they start from scratch. They don't remember what worked, what failed, or what they figured out along the way. What makes ChatGPT and Claude great personal assistants? Memory. Here's the dirty secret: when building agents with the API, we've made

