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You need to export 10 million rows. You paginate with OFFSET, fetching 1,000 rows at a time. The first batch takes 50ms. By batch 5,000 the offset is 5 million rows and each batch takes 30 seconds. The total job takes 6 hours and gets slower as it goes.
Your service elects a leader to run background jobs. The network hiccups for 5 seconds. The old leader thinks it's still leader. The new leader also thinks it's leader. Both start processing the same queue. Now you have duplicate work, corrupted state, and a split-brain.
LiveKit provides WebRTC infrastructure for voice agents and video. Combine with OpenAI Realtime API to build voice AI agents that listen and respond in real time.
Design bulletproof LLM agents with structured tool definitions, parallel execution, result validation, human-in-the-loop gates, and comprehensive observability.
Build resilient LLM APIs with streaming SSE, exponential backoff, model fallback chains, token budgets, prompt caching, and circuit breakers.