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Shadow Traffic, Canary Rollout, and Progressive Deployment for LLMs

LLM rollouts combine the hardest parts of software deployment: no unit tests, diffuse failure modes, delayed signals. The sequence is (1) shadow mode - duplicate prod requests to candidate model, log, compare with zero user impact; catches…

On Customer AI Deployment , LLM Product Engineering , AI Evaluation and Reliability , Software Engineering Fundamentals and Building and Deploying AI Applications paths

LearnPython (stdlib, toy canary-progression simulator) 1 h Paid plans
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