Show AutoResearch strategy inference progress

[FluffyAIcode]

Summary

• add live Strategy Prefill token progress and KV reuse metrics before GAN experiments
• report Strategy decode progress for every generated chunk
• keep telemetry fail-open so observability cannot stop research inference

Test plan

• python3 -m pytest -q tests/inference_engine/bench/test_autoresearch_supervisor.py tests/inference_engine/bridge/test_agent_gan_repl.py
• python3 -m py_compile autoresearch/prefill/supervisor.py
• attached a non-interrupting monitor to the active run and confirmed live 66.1% and 82.6% progress in its original Terminal

Made with Cursor

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