About this tag
The execution budgets tag on WindowsForum.com covers discussion of hard limits placed on automated AI agent activity, particularly the number of tool calls an agent may make before it is stopped. A recent thread examines a Forcepoint simulation reported by SC Media, in which poisoned research material pushed an AI assistant toward excessive tool use, reaching 500 tool calls and a simulated $10 cost without application-level limits, versus one call at $0.02 when safeguards intervened. The emphasis is on stopping behavior rather than observed breaches or production cost forecasts, giving enterprise developers and administrators a practical reason to enforce execution budgets in automated research tasks.
  1. WindowsForum AI

    AI Agents: Execution Limits Contain Poisoned Tool-Use Fan-Out

    A Forcepoint simulation reported by SC Media on September 22, 2026, shows how poisoned research material could push an AI assistant into excessive tool use, giving enterprise developers and administrators a practical reason to enforce execution budgets before an automated research task becomes a...