@@ -4,7 +4,7 @@ created: 2026-09-05
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, benchmark]
-sources: ["PR #7648", "PR #6817", tests/dfx/perf/scripts/run_benchmark.py, tests/benchmarks/test_omniinteract.py, "PR #7130", "PR #7259", "PR #7624", "PR #7504"]
+sources: ["PR #7648", "PR #6817", tests/dfx/perf/scripts/run_benchmark.py, tests/benchmarks/test_omniinteract.py, "PR #7130", "PR #7259", "PR #7624", "PR #7504", "PR #8107"]
 confidence: high
 ---
 
 
@@ -4,7 +4,7 @@ created: 2026-09-02
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, components, diffusion]
-sources: ["PR #2783", docs/user_guide/diffusion/lora.md, vllm_omni/config/omni_config.py, vllm_omni/config/stage_config.py, vllm_omni/diffusion/data.py, vllm_omni/diffusion/lora/loader.py, vllm_omni/diffusion/lora/manager.py, vllm_omni/diffusion/lora/layers/base_linear.py, vllm_omni/diffusion/models/qwen_image/pipeline_qwen_image.py, vllm_omni/diffusion/models/wan2_2/pipeline_wan2_2.py, vllm_omni/diffusion/models/wan2_2/pipeline_wan2_2_i2v.py, vllm_omni/diffusion/utils/tf_utils.py, vllm_omni/diffusion/worker/diffusion_worker.py, vllm_omni/engine/async_omni_engine.py, vllm_omni/entrypoints/cli/serve.py, tests/diffusion/lora/test_loader.py, tests/diffusion/lora/test_lora_manager.py, tests/entrypoints/test_async_omni_diffusion_config.py, "PR #5500", "vllm_omni/diffusion/models/ltx2/ltx2_adapter_parser.py", "vllm_omni/diffusion/models/ltx2/ltx2_phase_adapter.py", "PR #6070", "PR #6476", "PR #6550", vllm_omni/diffusion/models/minimax_h3/lora.py, "PR #6268", benchmarks/kernels/benchmark_diffusion_lora_expand.py, tests/diffusion/lora/test_base_linear.py, "PR #7195", "PR #7349", "PR #5907"]
+sources: ["PR #2783", docs/user_guide/diffusion/lora.md, vllm_omni/config/omni_config.py, vllm_omni/config/stage_config.py, vllm_omni/diffusion/data.py, vllm_omni/diffusion/lora/loader.py, vllm_omni/diffusion/lora/manager.py, vllm_omni/diffusion/lora/layers/base_linear.py, vllm_omni/diffusion/models/qwen_image/pipeline_qwen_image.py, vllm_omni/diffusion/models/wan2_2/pipeline_wan2_2.py, vllm_omni/diffusion/models/wan2_2/pipeline_wan2_2_i2v.py, vllm_omni/diffusion/utils/tf_utils.py, vllm_omni/diffusion/worker/diffusion_worker.py, vllm_omni/engine/async_omni_engine.py, vllm_omni/entrypoints/cli/serve.py, tests/diffusion/lora/test_loader.py, tests/diffusion/lora/test_lora_manager.py, tests/entrypoints/test_async_omni_diffusion_config.py, "PR #5500", "vllm_omni/diffusion/models/ltx2/ltx2_adapter_parser.py", "vllm_omni/diffusion/models/ltx2/ltx2_phase_adapter.py", "PR #6070", "PR #6476", "PR #6550", vllm_omni/diffusion/models/minimax_h3/lora.py, "PR #6268", benchmarks/kernels/benchmark_diffusion_lora_expand.py, tests/diffusion/lora/test_base_linear.py, "PR #7195", "PR #7349", "PR #5907", "PR #8008"]
 confidence: high
 ---
 
 
@@ -4,7 +4,7 @@ created: 2026-09-02
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, components, diffusion]
-sources: ["PR #5550", "PR #5864", "PR #5885", "PR #5978", "PR #6750", vllm_omni/diffusion/diffusion_engine.py, vllm_omni/diffusion/executor/multiproc_executor.py, vllm_omni/diffusion/inline_stage_diffusion_client.py, vllm_omni/diffusion/io_support.py, vllm_omni/diffusion/model_metadata.py, vllm_omni/diffusion/output_formatter.py, vllm_omni/diffusion/ipc.py, vllm_omni/diffusion/sched/request_scheduler.py, vllm_omni/diffusion/stage_diffusion_proc.py, vllm_omni/diffusion/utils/media_utils.py, vllm_omni/diffusion/worker/diffusion_worker.py, tests/diffusion/test_async_output_timeout.py, tests/diffusion/test_async_output_worker.py, tests/diffusion/test_diffusion_engine.py, tests/diffusion/test_diffusion_engine_cleanup.py, tests/diffusion/test_diffusion_ipc.py, tests/diffusion/test_inline_stage_diffusion_client.py, tests/diffusion/test_ipc_async.py, tests/diffusion/test_multiproc_engine_concurrency.py, tests/diffusion/test_result_pump.py, tests/diffusion/test_stage_diffusion_proc.py, tests/entrypoints/openai_api/test_video_server.py, "PR #6023", "PR #5983", "PR #4222", "PR #6094", "PR #6255", "PR #6288", "PR #6308", "PR #6499", "PR #6749", "PR #6847", "PR #6953", vllm_omni/diffusion/data.py, vllm_omni/diffusion/registry.py, vllm_omni/diffusion/models/diffusers_adapter/pipeline_utils.py, tests/diffusion/test_diffusion_output_formatter.py, tests/diffusion/test_diffusion_plugin_hooks.py, tests/entrypoints/openai_api/test_video_pipeline_capability.py, "PR #6294", "PR #6615", "PR #7126", "PR #7198"]
+sources: ["PR #5550", "PR #5864", "PR #5885", "PR #5978", "PR #6750", vllm_omni/diffusion/diffusion_engine.py, vllm_omni/diffusion/executor/multiproc_executor.py, vllm_omni/diffusion/inline_stage_diffusion_client.py, vllm_omni/diffusion/io_support.py, vllm_omni/diffusion/model_metadata.py, vllm_omni/diffusion/output_formatter.py, vllm_omni/diffusion/ipc.py, vllm_omni/diffusion/sched/request_scheduler.py, vllm_omni/diffusion/stage_diffusion_proc.py, vllm_omni/diffusion/utils/media_utils.py, vllm_omni/diffusion/worker/diffusion_worker.py, tests/diffusion/test_async_output_timeout.py, tests/diffusion/test_async_output_worker.py, tests/diffusion/test_diffusion_engine.py, tests/diffusion/test_diffusion_engine_cleanup.py, tests/diffusion/test_diffusion_ipc.py, tests/diffusion/test_inline_stage_diffusion_client.py, tests/diffusion/test_ipc_async.py, tests/diffusion/test_multiproc_engine_concurrency.py, tests/diffusion/test_result_pump.py, tests/diffusion/test_stage_diffusion_proc.py, tests/entrypoints/openai_api/test_video_server.py, "PR #6023", "PR #5983", "PR #4222", "PR #6094", "PR #6255", "PR #6288", "PR #6308", "PR #6499", "PR #6749", "PR #6847", "PR #6953", vllm_omni/diffusion/data.py, vllm_omni/diffusion/registry.py, vllm_omni/diffusion/models/diffusers_adapter/pipeline_utils.py, tests/diffusion/test_diffusion_output_formatter.py, tests/diffusion/test_diffusion_plugin_hooks.py, tests/entrypoints/openai_api/test_video_pipeline_capability.py, "PR #6294", "PR #6615", "PR #7126", "PR #7198", "PR #7986"]
 confidence: high
 ---
 
 
@@ -4,7 +4,7 @@ created: 2026-08-05
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, components, distributed]
-sources: ["PR #5744", "PR #5976", "PR #6001", "PR #6089", "PR #6834", vllm_omni/diffusion/distributed/parallel_state.py, tests/diffusion/distributed/test_expert_parallel_layout.py, vllm_omni/distributed/omni_connectors/adapter.py, vllm_omni/distributed/omni_connectors/kv_transfer_manager.py, vllm_omni/distributed/omni_connectors/transfer_adapter/chunk_transfer_adapter.py, vllm_omni/distributed/omni_connectors/transfer_adapter/base.py, vllm_omni/worker/omni_connector_model_runner_mixin.py, tests/distributed/omni_connectors/test_kv_recv_tp_consensus.py, tests/distributed/omni_connectors/test_chunk_transfer_adapter.py, tests/worker/test_omni_connector_mixin.py, "PR #5146", "PR #6021", "PR #6033", "PR #6360", "PR #6406", "PR #6626", "PR #6529", "PR #7136", "PR #6889", "PR #6093", "PR #7870", "PR #7166"]
+sources: ["PR #5744", "PR #5976", "PR #6001", "PR #6089", "PR #6834", vllm_omni/diffusion/distributed/parallel_state.py, tests/diffusion/distributed/test_expert_parallel_layout.py, vllm_omni/distributed/omni_connectors/adapter.py, vllm_omni/distributed/omni_connectors/kv_transfer_manager.py, vllm_omni/distributed/omni_connectors/transfer_adapter/chunk_transfer_adapter.py, vllm_omni/distributed/omni_connectors/transfer_adapter/base.py, vllm_omni/worker/omni_connector_model_runner_mixin.py, tests/distributed/omni_connectors/test_kv_recv_tp_consensus.py, tests/distributed/omni_connectors/test_chunk_transfer_adapter.py, tests/worker/test_omni_connector_mixin.py, "PR #5146", "PR #6021", "PR #6033", "PR #6360", "PR #6406", "PR #6626", "PR #6529", "PR #7136", "PR #6889", "PR #6093", "PR #7870", "PR #7166", "PR #8082"]
 confidence: high
 ---
 
 
@@ -4,7 +4,7 @@ created: 2026-09-22
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, components, scheduler]
-sources: ["PR #5461"]
+sources: ["PR #5461", "PR #7877"]
 ---
 
 # Scheduler shared lifecycle 规则
 
@@ -4,7 +4,7 @@ created: 2026-09-05
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, components, serving]
-sources: ["PR #6553", docs/serving/speech_api.md, vllm_omni/entrypoints/openai/audio_utils_mixin.py, vllm_omni/entrypoints/openai/protocol/audio.py, vllm_omni/entrypoints/openai/serving_speech.py, vllm_omni/entrypoints/openai/tts_adapters/base.py, vllm_omni/entrypoints/openai/tts_adapters/qwen3_tts.py, tests/entrypoints/openai_api/test_audio_format.py, tests/entrypoints/openai_api/test_serving_speech.py, tests/e2e/online_serving/test_qwen3_tts_customvoice_expansion.py, "PR #7499"]
+sources: ["PR #6553", docs/serving/speech_api.md, vllm_omni/entrypoints/openai/audio_utils_mixin.py, vllm_omni/entrypoints/openai/protocol/audio.py, vllm_omni/entrypoints/openai/serving_speech.py, vllm_omni/entrypoints/openai/tts_adapters/base.py, vllm_omni/entrypoints/openai/tts_adapters/qwen3_tts.py, tests/entrypoints/openai_api/test_audio_format.py, tests/entrypoints/openai_api/test_serving_speech.py, tests/e2e/online_serving/test_qwen3_tts_customvoice_expansion.py, "PR #7499", "PR #6487"]
 confidence: high
 ---
 
 
@@ -4,7 +4,7 @@ created: 2026-07-20
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, models, diffusion]
-sources: ["PR #4657", "PR #5001", "PR #5634", "PR #6049", docs/features/session_state_manager.md, recipes/cosmos3/Cosmos3-Nano.md, vllm_omni/diffusion/models/cosmos3/, vllm_omni/model_extras/cosmos3.py, vllm_omni/model_extras/registry.py, vllm_omni/experimental/world_models/adapters/state_cosmos3_adapter.py, vllm_omni/platforms/rocm/platform.py, tests/diffusion/models/cosmos3/test_session_memory_equivalence.py, tests/diffusion/models/cosmos3/test_cosmos3_pipeline.py, "PR #6107", "PR #5614", "PR #6325", "PR #6913", "PR #6920", "PR #7427"]
+sources: ["PR #4657", "PR #5001", "PR #5634", "PR #6049", docs/features/session_state_manager.md, recipes/cosmos3/Cosmos3-Nano.md, vllm_omni/diffusion/models/cosmos3/, vllm_omni/model_extras/cosmos3.py, vllm_omni/model_extras/registry.py, vllm_omni/experimental/world_models/adapters/state_cosmos3_adapter.py, vllm_omni/platforms/rocm/platform.py, tests/diffusion/models/cosmos3/test_session_memory_equivalence.py, tests/diffusion/models/cosmos3/test_cosmos3_pipeline.py, "PR #6107", "PR #5614", "PR #6325", "PR #6913", "PR #6920", "PR #7427", "PR #7971"]
 confidence: high
 ---
 
 
@@ -4,7 +4,7 @@ created: 2026-09-04
 updated: 2026-09-26
 type: rule
 tags: [vllm-omni, models, qwen-omni]
-sources: ["PR #5687", "PR #6284", "PR #6449", "PR #4322", "PR #6748", "PR #6886", "PR #7019", vllm_omni/config/pipeline_registry.py, vllm_omni/deploy/qwen3_omni_moe.yaml, vllm_omni/deploy/qwen3_omni_moe_thinking.yaml, vllm_omni/engine/stage_init_utils.py, vllm_omni/model_executor/models/qwen2_5_omni/qwen2_5_omni.py, vllm_omni/model_executor/models/qwen3_omni/quantization.py, vllm_omni/model_executor/models/qwen3_omni/qwen3_omni.py, vllm_omni/model_executor/models/qwen3_omni/qwen3_omni_moe_thinker.py, vllm_omni/quantization/component_config.py, tests/config/test_config_factory.py, tests/diffusion/quantization/test_component_routing.py, tests/engine/test_stage_engine_args.py, tests/model_executor/models/qwen3_omni/test_qwen3_omni_quantization.py, "PR #7228", "PR #7200", "PR #7345", "PR #7340", "PR #7304"]
+sources: ["PR #5687", "PR #6284", "PR #6449", "PR #4322", "PR #6748", "PR #6886", "PR #7019", vllm_omni/config/pipeline_registry.py, vllm_omni/deploy/qwen3_omni_moe.yaml, vllm_omni/deploy/qwen3_omni_moe_thinking.yaml, vllm_omni/engine/stage_init_utils.py, vllm_omni/model_executor/models/qwen2_5_omni/qwen2_5_omni.py, vllm_omni/model_executor/models/qwen3_omni/quantization.py, vllm_omni/model_executor/models/qwen3_omni/qwen3_omni.py, vllm_omni/model_executor/models/qwen3_omni/qwen3_omni_moe_thinker.py, vllm_omni/quantization/component_config.py, tests/config/test_config_factory.py, tests/diffusion/quantization/test_component_routing.py, tests/engine/test_stage_engine_args.py, tests/model_executor/models/qwen3_omni/test_qwen3_omni_quantization.py, "PR #7228", "PR #7200", "PR #7345", "PR #7340", "PR #7304", "PR #5825"]
 confidence: high
 ---