Problem Statement: Students manage deadlines across university systems: course assignments, tuition payments, project milestones, and library loans.
When autonomous assistants interact with these systems without constraints, two failure modes occur: Premature Action on Blocked Dependencies: An assistant attempts to advance a task whose prerequisites are incomplete (such as submitting milestone deliverables before prerequisite design approval). Unguarded Real-World Mutations: An assistant executes irreversible or financial actions (such as marking tuition fees as paid or submitting final work) without human verification. Campus Ops MCP addresses these failures by enforcing dependency graph invariants, requiring explicit confirmation before state mutations, and providing operational briefings via AWS Bedrock.
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- antigravity
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