Natural Language as Architecture — Controlling an Autonomous Agent with Prompts, Memory, and Fail-Safe Design

I built an autonomous SNS agent with a local 9B model and no framework. 13 Markdown prompts define behavior, Python enforces safety. This is what I learned about where to draw the line between natural language and code.