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Scaling Sovereign LLM Access: Edge Concurrency & Performance

Building a platform for sovereign access to multiple LLM providers revealed complex challenges in authentication flows and token accounting at scale. This article explores how we solved database contention, race conditions, and concurrency hazards across distributed pods using Redis-backed caching and atomic operations to achieve high-performance LLM API management.