This question evaluates a candidate's competency in distributed systems and system design, focusing on scheduling semantics, reliability guarantees (at-least-once vs exactly-once), fault tolerance, scalability, and state management for background job orchestration.

Design a distributed job scheduler system that can run background jobs at specific times or on recurring schedules (similar to cron but scalable and fault-tolerant).
The system should support:
Assume clients (internal services or users) can:
Design the system end-to-end. Cover:
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