Train-Serve Parity

Agent Lightning v1.0 hands the RL loop to the harness, and the trainer gets text, not tokens

Microsoft reports Qwen3.5-9B going from 41.8% to 56.4% on SWE-bench Verified using 6K examples. The load-bearing change is who owns the agent loop, and what the service boundary costs.