refactor: tighten external engine integration

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e2e-test-sglang-config

e2e-test-megatron

e2e-test-precision

e2e-test-ckpt

cpu-unittest (0, test_megatron_argument_validation.py)

cpu-unittest (0, test_deep_ep_tms_patch.py)

cpu-unittest (0, test_stateless_adam.py)

cpu-unittest (0, utils/test_megatron_server_arguments.py)

cpu-unittest (0, test_dp_schedule.py)

cpu-unittest (0, test_cp_utils.py)

cpu-unittest (0, test_metric_report.py)

cpu-unittest (0, test_metric_report_dist.py)

cpu-unittest (0, test_loss_cp_invariance.py)

cpu-unittest (0, test_logprob_response_spans.py)

cpu-unittest (0, test_value_temperature.py)

cpu-unittest (0, test_cispo_loss.py)

cpu-unittest (0, test_ppo_logprob_entropy.py)

cpu-unittest (0, test_rm_f1.py)

cpu-unittest (0, test_rm_gpqa.py)

cpu-unittest (0, test_rm_math.py)

cpu-unittest (0, test_rm_math_dapo.py)

cpu-unittest (0, test_rm_deepscaler.py)

cpu-unittest (0, test_sample.py)

cpu-unittest (0, test_rollout_validation.py)

cpu-unittest (0, test_rollout_sample_hooks.py)

cpu-unittest (0, test_hf_to_megatron.py)

cpu-unittest (0, test_qwen3_5_vl_native.py)

cpu-unittest (0, test_reloadable_process_group_world.py)

cpu-unittest (0, test_placement_group.py)

cpu-unittest (0, test_external_sglang_engines.py)

cpu-unittest (0, test_streaming_rollout.py)

cpu-unittest (0, test_empty_colocated_weight_bucket.py)

cpu-unittest (0, test_expert_routing.py)

cpu-unittest (0, test_glm5_indexer_short_context.py)

cpu-unittest (0, test_model_provider_freeze.py)

cpu-unittest (0, test_glm52_layerwise_comparison.py)

cpu-unittest (0, test_layerwise_alignment.py)

cpu-unittest (0, utils/test_hf_checkpoint_saver.py)

cpu-unittest (0, plugin_contracts/test_plugin_rollout_contracts.py)

cpu-unittest (0, plugin_contracts/test_plugin_runtime_hook_contracts.py)

cpu-unittest (0, plugin_contracts/test_plugin_path_loading_contracts.py)

cpu-unittest (0, plugin_contracts/test_plugin_generate_contracts.py)

agent-test (0, test_agent/test_trajectory_manager_branching.py)

agent-test (0, test_agent/test_adapters.py)

agent-test (0, test_agent/test_harness.py)

agent-test (0, test_agent/test_agent_rollout_cpu.py)

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