All beneficiariesorganizationU.S. Department of DefenseIdeas that could help U.S. Department of DefenseLLM-Interface Compiler for High-Stakes AutomationA software layer that wraps fixed LLMs in a strict 'observable-only' framework, using typed action handles and validity budgets to ensure reliability without retraining the model.Why it helps: Requires 'forbidden-coordinate zero certificates' and strict auditability for any AI-integrated system used in mission-critical operations.