feat: AI model lifecycle API #48
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Summary\n- add AI model lifecycle gRPC + HTTP management flow\n- add sidecar model manager, bandit engine hooks, and lifecycle test script\n- wire sidecar client registration and optional metrics reporter\n- update plan with benchmark stability + build timeout tasks\n\n## Testing\n- not run (benchmarks executed separately)