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Token Budget Guard
Tracks token spend across an agent run and stops or downgrades before it blows the budget. Use when running long autonomous tasks with a har
Untrusted Content Boundary
Marks and handles untrusted content entering an agent context. Use in any pipeline that reads web pages, emails, documents or third-party AP
Strict Structured Output
Makes structured output fail loudly instead of being silently repaired. Use in any pipeline where downstream code parses model output.
Verify, Do Not Assume
Prevents an agent from acting on state it never checked. Use in any agent with file, shell or API write access.