- expenses_tools: remove 'date' from hr.expense.sheet field lists (Odoo 18
uses accounting_date; querying 'date' raised ValueError at runtime)
- master_system.txt: add few-shot routing examples so Llama 3.1 8B correctly
outputs agents=[] for general questions instead of defaulting to expenses_agent
- ab_ai_bot.py: increase bot presence last_poll offset from 90s to 10min so
the green dot stays on between cron runs (cron fires every ~5min in practice,
not every 20s as configured)
- ARCHITECTURE.md: full system documentation covering component layout, request
flow, LLM routing, agent registry, access control, health/presence mechanism,
known issues fixed today, and future self-healing concept
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
