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Add live failure demo and MPS training stats - #4
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Adds live worker controls, a traffic replay demo, and recorded MPS training stats. The dashboard can now change worker delay/failure rate, the replay script drives baseline/slow/flaky/recovery stages, and the training script records device, time, throughput, accuracy, and model artifact metadata.\n\nChecked locally:\n- python -m pytest -q\n- python -m py_compile bench/replay_traffic.py bench/run_scenarios.py bench/run_bench.py gateway/app/.py worker/app/.py training/train_text_model.py\n- python training/train_text_model.py\n- python bench/run_scenarios.py\n- python bench/replay_traffic.py --base-url http://localhost:8500 --seconds-per-stage 8 --rps 18