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A verified AI operations agent that prevents duplicate and unproven real-world actions using deterministic safety checks, human approval, provider reconciliation, and evidence-backed completion.
A measurement can be repeatable and still be wrong. TumbuhGuard is an offline protocol for child length/height QA using blinded repeats, reference checks, evidence, and re-standardization.
When a classroom suddenly becomes unusable, ClassShift finds the fewest room changes needed to keep classes running - even when fixing one class requires moving others.
AI may rewrite the words. SignalLock checks whether it rewrote the action—flagging drift in critical actions, locations, timing, and constraints before human approval.
A SharedOS-powered pre-commit gate for AI agents: AgentProof independently catches constraint violations, unsupported claims, and authority gaps before bad outputs become real actions.
