AI system prompt references must be self-generating, never static.
AI system prompt references must be self-generating, never static. When injecting domain knowledge into AI system prompt (agent roster, slash commands, division IDs), NEVER use static text constants — they go stale the moment system evolves. Pattern: add structured fields to config (e.g., AGENTS[].expertise, COMMAND_REFERENCE list in config.py), then build generator function that produces reference from config at import time. New agent/command/division added to config → AI knowledge auto-updates on rebuild.