Deterministic session budgets now power AgentCore Payments middleware for LangChain agents. The system signs x402 payments to automate API billing while LangSmith traces every transaction. This adds a necessary financial guardrail for autonomous workflows. Developers can now cap agent spending without manually monitoring every single API call in real time.