PartialMoney / bills
Agent-run shop with better tools and a 'CEO' agent (phase 2)
Tools: Claude Sonnet 4 / 4.5, multi-agent (CEO + shopkeeper)
Setup, access, approval gate, failure notes
- Setup / prompt
- Same shop, upgraded models, CRM/pricing tools, and a supervising agent.
- Access required
- Same as phase 1, plus additional business tools
- HITL checkpoint
- Supervisor agent; humans still physical operators
- Outcome & failure notes
- Mostly eliminated loss-making weeks and turned a modest profit, but staff could still talk it into risky or unauthorized decisions. Better tools and structure helped more than the extra agent layer.
- Evidence type
- Lab experiment write-up
Source: Anthropic · 2025-12 · Checked 2026-10-19