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Summary
spawnand reconstruct one Kindergarden environment per worker, avoiding forks of loaded MuJoCo contextsnum_score_workerswith a default of 3Stack
Stacked on the rollout-reuse PR. The lower PR establishes one authoritative outcome set; this PR evaluates that set concurrently.
Simulator-only benchmark
Using the real generalized Obstruction2D environment, ten deterministic hanging-policy tasks, a 2-second timeout, and no Claude calls:
A separate 0.5-second-timeout run measured 1.32x because environment/process startup dominates very short tasks. With the production 60-second timeout, the theoretical timeout-heavy ceiling is 2.5x (ten seeds in four three-worker waves), but this PR reports the measured 2.04x.
Verification
pytest -q tests/utils/test_genplan_validate.py tests/approaches/test_llm_genplan_approach.py(38 passed)Risk
Each scoring worker constructs an independent environment. This preserves seeds and evaluation settings but raises peak CPU and memory use. Three workers is chosen for a host running three concurrent replicates (nine peak simulators on 24 physical cores).