LarryXFly · pull · Jul 17, 2026 · Jul 17, 2026 · Jul 17, 2026 · Jul 17, 2026
diff --git a/.gitattributes b/.gitattributes
@@ -17,3 +17,5 @@ docs/source/blogs/media/tech_blog10_context_wait_performance.png  filter=lfs dif
 cpp/tensorrt_llm/kernels/trtllmGenKernels/fmha/cubin/kernelMetaInfo_cubin.cpp filter=lfs diff=lfs merge=lfs -text
 cpp/tensorrt_llm/kernels/decoderMaskedMultiheadAttention/cubin/xqa_kernel_cubin.cpp filter=lfs diff=lfs merge=lfs -text
 tensorrt_llm/_torch/visual_gen/cute_dsl_kernels/blackwell/attention/cubins/*/*/*.so filter=lfs diff=lfs merge=lfs -text
+docs/source/blogs/media/tech_blog26_deepseek_v4_hybrid_attention.png filter=lfs diff=lfs merge=lfs -text
+docs/source/blogs/media/tech_blog26_deepseek_v4_mhc_moe.png filter=lfs diff=lfs merge=lfs -text
diff --git a/README.md b/README.md
@@ -22,6 +22,9 @@ TensorRT LLM
 
 <!-- Use github markdown link to link for the latest blog since the doc build has not happened yet. When the doc build is updated, it should be updated to the webpage link. -->
 
+* [07/17] DeepSeek-V4 on NVIDIA Blackwell: Model-Specific and Agentic-Workload Optimizations in TensorRT LLM
+✨ [➡️ link](https://github.com/NVIDIA/TensorRT-LLM/blob/main/docs/source/blogs/tech_blog/blog26_DeepSeek_V4_on_NVIDIA_Blackwell_Model_Specific_and_Agentic_Workload_Optimizations_in_TensorRT-LLM.md)
+
 * [07/01] Scaling Video Generation Across NVL72 Rack with TensorRT-LLM
 ✨ [➡️ link](https://github.com/NVIDIA/TensorRT-LLM/blob/main/docs/source/blogs/tech_blog/blog25_Scaling_Video_Generation_Across_NVL72_Rack_with_TensorRT-LLM.md)
 

diff --git a/docs/source/blogs/media/tech_blog26_agentperf_closed_loop_workflow.svg b/docs/source/blogs/media/tech_blog26_agentperf_closed_loop_workflow.svg
diff --git a/docs/source/blogs/media/tech_blog26_deepseek_v4_hybrid_attention.png b/docs/source/blogs/media/tech_blog26_deepseek_v4_hybrid_attention.png
diff --git a/docs/source/blogs/media/tech_blog26_deepseek_v4_mhc_moe.png b/docs/source/blogs/media/tech_blog26_deepseek_v4_mhc_moe.png
diff --git a/docs/source/blogs/media/tech_blog26_dsv4_performance_evolution_8k1k.png b/docs/source/blogs/media/tech_blog26_dsv4_performance_evolution_8k1k.png
diff --git a/docs/source/blogs/media/tech_blog26_dsv4_scratch_swa.png b/docs/source/blogs/media/tech_blog26_dsv4_scratch_swa.png