Why AI Projects Need Structured Backlogs, Not Markdown

Markdown-based collaboration with AI fails at scale because documents rot faster than anyone can maintain them. AI's limited context window can't see old files, and markdown offers no state machine for tracking decisions or status changes. aming-claw solves this by pairing a structured backlog database with MCP, letting AI read and write living project state instead of dead documents.