Agent Budget Controls
The practice of setting explicit per-agent spending limits inside a multi-agent system, so runaway costs can’t blow up the business before a human notices. Paperclip treats budgets as a first-class feature on every agent [src-001].
Key points
- Every agent in Paperclip has its own monthly spend cap. If a designer agent is configured with a $50/month budget, it stops working when it hits the cap — regardless of what the CEO agent wants it to do [src-001].
- Spend analytics only surface when using pay-per-token billing. If you’re running inside a Claude subscription, the budget figures show as zero because there’s no per-token meter [src-001].
- Budget limits function as a safety rail for autonomy. The more you let agents self-direct (e.g., letting the CEO hire without approval), the more important it is that each agent has a hard stop on spending.
- Budgets are per agent, not per company or per task. This means a high-priority task can’t temporarily borrow budget from low-priority agents — a design choice that favours predictability over flexibility.
- Datadog adds a reliability angle: budgets can force ReAct loops or multi-agent workflows to terminate after a maximum number of calls or tokens, preventing runaway loops from exhausting capacity or triggering cascading rate-limit failures [src-037].
- In production LLM systems, budgets work alongside queues, backoff, and fallback capacity as part of LLM Capacity Engineering [src-037].
- Google Cloud expands budgets into fiscal responsibility: agents should choose token/API/MCP paths judiciously and reserve limited budget for higher-priority business work [src-043].
- Fiscal responsibility is part of the Agent Governance Framework, not only a finance dashboard; the agent’s choice of path can itself be governed [src-043].
Related entities
Related concepts
- Agent Orchestration
- Multi-Agent Companies
- Zero-Human Companies
- LLM Capacity Engineering
- Claude Code Token Economics
- ReAct Loop (Reason + Act)
- Agent Governance Framework
- Enterprise Agent Governance
- Tool Schema Tax