From 15ed1430289ba96aaddc9d1cd725c8b204b7b9e4 Mon Sep 17 00:00:00 2001 From: Matrix Yao Date: Wed, 27 May 2026 03:23:21 +0000 Subject: [PATCH 1/8] add hetero-epd blog Signed-off-by: Matrix Yao --- blog/2026-05-29-hetero-epd.md | 155 ++++++++++++++++++++++++++++ public/images/blog/hetero-epd/1.png | Bin 0 -> 92048 bytes public/images/blog/hetero-epd/2.png | Bin 0 -> 13423 bytes public/images/blog/hetero-epd/3.png | Bin 0 -> 15084 bytes public/images/blog/hetero-epd/4.png | Bin 0 -> 14733 bytes 5 files changed, 155 insertions(+) create mode 100644 blog/2026-05-29-hetero-epd.md create mode 100644 public/images/blog/hetero-epd/1.png create mode 100644 public/images/blog/hetero-epd/2.png create mode 100644 public/images/blog/hetero-epd/3.png create mode 100644 public/images/blog/hetero-epd/4.png diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-05-29-hetero-epd.md new file mode 100644 index 000000000..ac4d81dcc --- /dev/null +++ b/blog/2026-05-29-hetero-epd.md @@ -0,0 +1,155 @@ +--- +title: "Heterogeneous CPU + GPU EPD Disaggregation to Boost VLM Serving" +author: "Intel & SGLang Team" +date: "May 29, 2026" +previewImg: /images/blog/hetero-epd/1.png +--- + +**TL;DR** +We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to the head node's CPU, we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under heavy load. + +## Introduction + +The SGLang community has already demonstrated the necessity and benefits of EPD disaggregation to VLM serving ^{[1]}. It shows that EPD can significantly reduce TTFT in image-heavy scenarios where multi-images are fed into the service. With the observation that vision encoding is the primary computational bottleneck in image-heavy scenarios, we see offloading some vision encoding work to the head node CPU can help improve performance: + +- Vision encoder (CNN/ViT) is usually smaller than language model part, which makes modern CPU equipped with advanced matrix accelerators (e.g. AMX in Intel Xeon CPU) can help. +- Vision encoding only happens during prefill, which makes it easy to plug in a heterogenous worker, without the needing of continuous cross-worker state management + +## Device-Aware Weighted Router + +By co-working with Dynamo community, we merged a new device-aware weighted router mode into Dynamic router to support heterogeneous dispatching(PR [#7215](https://github.com/ai-dynamo/dynamo/pull/7215)). It introduces a budget-based throttle between devices (specifically CPU vs. GPU). + +In a heterogeneous deployment environment where computing capabilities vary (e.g., a GPU vs. a CPU), the device-aware weighted router uses a Capability Ratio $R$ to define the relative throughput of the GPU against CPU. The router calculates an Allowed CPU In-flight Budget ($B_{cpu}$). This budget represents the maximum number of requests the CPU pool should handle to stay "in sync" with the current pressure on the GPU pool: + +$$B_{cpu} = \frac{I_{gpu}N_{cpu}}{RN_{gpu}}$$ + +Here, $I_{gpu}$ is total in-flight requests across all GPU instances, $N_{cpu}$ and $N_{gpu}$ is the count of GPU and CPU instances, respectively. + +The routing decision is straightforward, when $I_{cpu}$ (total in-flight requests across all CPU instances) is less than $B_{cpu}$, it means CPU pool is under-utilized relative to its normalized capacity, so route to CPU pool; else, route to GPU pool. + + + +*Figure 1. device-aware weighted router* + +## Experiment Setup + +### Use Case Configuration +**Environment:** +- Intel(R) Xeon(R) 6747P CPUs (2 sockets, 2 NUMA nodes per socket, in total 4 NUMA nodes) +- 5x L40S CUDA GPUs + +**Model:** +- Qwen3-VL-8B-Instruct + +**Dataset:** +- ISL/OSL: 128/256 +- Image Resolution: 1080p +- Image count: 8 +- QPS Range: 1.0, 1.2, 1.5, 2.0 + +**Deployment Configurations:** +- 1E/4PD (Encoder: 1 GPU Encoder, PD: 4 GPU) +- (4 CPU + 1 GPU) E/4PD (Encoder: 4 CPU + 1 GPU, PD: 4 GPU), Capability Ratio $R$ is set to be 12 + + +### Use Case Launch Scripts + +**Launch vision encoder instances:** + +```shell +# launch cuda encoder +CUDA_VISIBLE_DEVICES=0 numactl --cpunodebind=0 --membind=0 python -m dynamo.sglang --multimodal-encode-worker --model-path "$MODEL_NAME" --chat-template "$CHAT_TEMPLATE" --embedding-transfer-mode nixl-read & + +# launch cpu encoders +for node in 0 1 2 3; do DYN_ENCODER_CUDA_TO_CPU_RATIO + case "$node" in + 0) cpus="$(printf "%s\n%s\n" "$(seq 0 2 46)" "$(seq 96 2 142)" | paste -sd, -)" ;; + 1) cpus="$(printf "%s\n%s\n" "$(seq 48 2 94)" "$(seq 144 2 190)" | paste -sd, -)" ;; + 2) cpus="$(printf "%s\n%s\n" "$(seq 1 2 47)" "$(seq 97 2 143)" | paste -sd, -)" ;; + 3) cpus="$(printf "%s\n%s\n" "$(seq 49 2 95)" "$(seq 145 2 191)" | paste -sd, -)" ;; + esac + + CUDA_VISIBLE_DEVICES="" \ + SGLANG_USE_CPU_ENGINE=1 \ + SGLANG_CPU_OMP_THREADS_BIND="$cpus" \ + numactl --cpunodebind="$node" --membind="$node" \ + python -m dynamo.sglang \ + --multimodal-encode-worker \ + --model-path "$MODEL_NAME" \ + --chat-template "$CHAT_TEMPLATE" \ + --embedding-transfer-mode nixl-read & +done + +``` + +**Launch the PD instance:** + +```shell +# launch PD instances +for gpu in 2 3 4 5; do + if [[ "$gpu" -lt 4 ]]; then + numa_node=0 + else + numa_node=1 + fi + + CUDA_VISIBLE_DEVICES="$gpu" \ + numactl --cpunodebind="$numa_node" --membind="$numa_node" \ + python3 -m dynamo.sglang \ + --multimodal-worker \ + --model-path "$MODEL_NAME" \ + --page-size 16 \ + --tp 1 \ + --prefill-max-requests 1 \ + --log-level debug \ + --trust-remote-code \ + --skip-tokenizer-init \ + --disable-radix-cache \ + --embedding-transfer-mode nixl-read \ + --disaggregation-transfer-backend nixl & +done +``` + +**Launch router:** + +```shell +DYN_ENCODER_CUDA_TO_CPU_RATIO=12 python3 -m dynamo.frontend --router-mode device-aware-weighted +``` + +## Benchmark + +### Benchmark Script + +```shell +python -m sglang.bench_serving.py --model Qwen/Qwen3-VL-8B-Instruct --num-prompts 32 --dataset-name image --random-input-len 128 --random-output-len 256 --image-count 8 --image-resolution 1080p --host localhost --port 8000 --backend sglang-oai-chat --request-rate $QPS +``` + +### Benchmark Results + +#### P99 TTFT + + + +#### P99 TPOT + + + +#### Request Throughput + + + + +**Key Findings:** +- Heterogeneous CPU + GPU EPD disaggregation brings consistent better performance over pure GPU EPD disaggregation across all metrics (TTFT, TPOT, request throughput) under load (QPS between 1 and 2). +- ~1.2x-1.3x P99 TTFT and request throughput improvement can be observed, indicating CPU helps offloading the vision encoder burden of GPU under load. +- Significant ~1.3x-30x P99 TPOT reduction is achieved by relieving vision encoding traffic and mitigating the 2+ token generation queueing time. + +Heterogeneous CPU + GPU EPD disaggregation achieves an extra higher return on investment (ROI) in addition to the ROI brought by the pure GPU EPD disaggregation [1] almost for free. This is achieved by the system-level optimization which includes the AMX powered CPU into the solution space with a whole system view. + + +## Reference +1. 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z2s`0=E(3LlDBE`Yqs7!gGu`>}P>#ZH>p4}bjFEWm4cev~>H7+F4+oONFk_yK*IA{H zR3SE*VdV2n$-eAav%ecd<+L0#QOnw?7{#9!IQPLc|GCR1UL(%amou$6nOqm^=F{Wk zKP}wu%4ep8eI{KbD34Yb0;WXs{y3lc-V+^5pbM{mNpkruF|0R?<&2*H))G0}dn2}( z)aq%UsN`3%$lUjPGJsQQki~i6eVHKzQTz0G44_`ITp;h%qF(;z{jauvKUtDD- z$PYv}b#hIr^cdULM)5-psVHVjL19 zWDQ4n#H5ZiM|P%`dWZhLUVK<`je`17XG>xnX-3mYj~wDRI}R{>eHUk_<&2(}VKYP< zGsCl~6piogP+fL&60UN*Y1dJ$u6KkF7Q%pI=3aES&tDxw{!0AyZCI~)U_(LsoZGk5 z*(N8)`iO@6n^|U z`6b`2GnYd>*t*2)<7>o@wWFteg8z!gwPX$~`&EWn1aS0dU-w*YswuHk0wU_(N?n&*7`ETk+HdoKrrsW)=E%qt&HR) zxCRm1>VALK&1c+!H0l!qtF2>Kc!}% zru4t_o4)@DjDvRzOx2ZHle|wJdQzwf^5R0l Date: Wed, 27 May 2026 03:29:32 +0000 Subject: [PATCH 2/8] format Signed-off-by: Matrix Yao --- blog/2026-05-29-hetero-epd.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-05-29-hetero-epd.md index ac4d81dcc..9d8d419d3 100644 --- a/blog/2026-05-29-hetero-epd.md +++ b/blog/2026-05-29-hetero-epd.md @@ -6,6 +6,7 @@ previewImg: /images/blog/hetero-epd/1.png --- **TL;DR** + We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to the head node's CPU, we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under heavy load. ## Introduction @@ -35,6 +36,7 @@ The routing decision is straightforward, when $I_{cpu}$ (total in-flight request ## Experiment Setup ### Use Case Configuration + **Environment:** - Intel(R) Xeon(R) 6747P CPUs (2 sockets, 2 NUMA nodes per socket, in total 4 NUMA nodes) - 5x L40S CUDA GPUs @@ -52,7 +54,6 @@ The routing decision is straightforward, when $I_{cpu}$ (total in-flight request - 1E/4PD (Encoder: 1 GPU Encoder, PD: 4 GPU) - (4 CPU + 1 GPU) E/4PD (Encoder: 4 CPU + 1 GPU, PD: 4 GPU), Capability Ratio $R$ is set to be 12 - ### Use Case Launch Scripts **Launch vision encoder instances:** @@ -144,12 +145,12 @@ python -m sglang.bench_serving.py --model Qwen/Qwen3-VL-8B-Instruct --num-promp **Key Findings:** + - Heterogeneous CPU + GPU EPD disaggregation brings consistent better performance over pure GPU EPD disaggregation across all metrics (TTFT, TPOT, request throughput) under load (QPS between 1 and 2). - ~1.2x-1.3x P99 TTFT and request throughput improvement can be observed, indicating CPU helps offloading the vision encoder burden of GPU under load. - Significant ~1.3x-30x P99 TPOT reduction is achieved by relieving vision encoding traffic and mitigating the 2+ token generation queueing time. Heterogeneous CPU + GPU EPD disaggregation achieves an extra higher return on investment (ROI) in addition to the ROI brought by the pure GPU EPD disaggregation [1] almost for free. This is achieved by the system-level optimization which includes the AMX powered CPU into the solution space with a whole system view. - ## Reference 1. [EPD Disaggregation: Elastic Encoder Scaling for Vision-Language Models in SGLang](https://www.lmsys.org/blog/2026-01-12-epd/) From a243528a7e86d4ab7db60b7147742c865098e757 Mon Sep 17 00:00:00 2001 From: Yao Matrix Date: Tue, 26 May 2026 20:42:02 -0700 Subject: [PATCH 3/8] Update 2026-05-29-hetero-epd.md --- blog/2026-05-29-hetero-epd.md | 2 -- 1 file changed, 2 deletions(-) diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-05-29-hetero-epd.md index 9d8d419d3..ad4958de0 100644 --- a/blog/2026-05-29-hetero-epd.md +++ b/blog/2026-05-29-hetero-epd.md @@ -81,7 +81,6 @@ for node in 0 1 2 3; do DYN_ENCODER_CUDA_TO_CPU_RATIO --chat-template "$CHAT_TEMPLATE" \ --embedding-transfer-mode nixl-read & done - ``` **Launch the PD instance:** @@ -143,7 +142,6 @@ python -m sglang.bench_serving.py --model Qwen/Qwen3-VL-8B-Instruct --num-promp - **Key Findings:** - Heterogeneous CPU + GPU EPD disaggregation brings consistent better performance over pure GPU EPD disaggregation across all metrics (TTFT, TPOT, request throughput) under load (QPS between 1 and 2). From e7375ba38393ce227183950f93c6b1d4e4cb4d74 Mon Sep 17 00:00:00 2001 From: Matrix Yao Date: Thu, 28 May 2026 01:35:29 +0000 Subject: [PATCH 4/8] fix review comments Signed-off-by: Matrix Yao --- blog/2026-05-29-hetero-epd.md | 16 +++++++++------- 1 file changed, 9 insertions(+), 7 deletions(-) diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-05-29-hetero-epd.md index 9d8d419d3..55921a79a 100644 --- a/blog/2026-05-29-hetero-epd.md +++ b/blog/2026-05-29-hetero-epd.md @@ -7,18 +7,18 @@ previewImg: /images/blog/hetero-epd/1.png **TL;DR** -We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to the head node's CPU, we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under heavy load. +We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to CPUs (the most easy-getting CPU resource is the CPU in head node), we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under heavy load. ## Introduction The SGLang community has already demonstrated the necessity and benefits of EPD disaggregation to VLM serving ^{[1]}. It shows that EPD can significantly reduce TTFT in image-heavy scenarios where multi-images are fed into the service. With the observation that vision encoding is the primary computational bottleneck in image-heavy scenarios, we see offloading some vision encoding work to the head node CPU can help improve performance: -- Vision encoder (CNN/ViT) is usually smaller than language model part, which makes modern CPU equipped with advanced matrix accelerators (e.g. AMX in Intel Xeon CPU) can help. +- Vision encoder (CNN/ViT) is usually smaller than language model part, which makes modern CPUs equipped with advanced matrix accelerators (e.g. AMX in Intel Xeon CPUs) be able to help. - Vision encoding only happens during prefill, which makes it easy to plug in a heterogenous worker, without the needing of continuous cross-worker state management ## Device-Aware Weighted Router -By co-working with Dynamo community, we merged a new device-aware weighted router mode into Dynamic router to support heterogeneous dispatching(PR [#7215](https://github.com/ai-dynamo/dynamo/pull/7215)). It introduces a budget-based throttle between devices (specifically CPU vs. GPU). +By collaborating with Dynamo community, we merged a new device-aware weighted router mode into Dynamic router to support heterogeneous dispatching(PR [#7215](https://github.com/ai-dynamo/dynamo/pull/7215)). It introduces a budget-based throttle between devices (specifically CPU vs. GPU). In a heterogeneous deployment environment where computing capabilities vary (e.g., a GPU vs. a CPU), the device-aware weighted router uses a Capability Ratio $R$ to define the relative throughput of the GPU against CPU. The router calculates an Allowed CPU In-flight Budget ($B_{cpu}$). This budget represents the maximum number of requests the CPU pool should handle to stay "in sync" with the current pressure on the GPU pool: @@ -38,8 +38,8 @@ The routing decision is straightforward, when $I_{cpu}$ (total in-flight request ### Use Case Configuration **Environment:** -- Intel(R) Xeon(R) 6747P CPUs (2 sockets, 2 NUMA nodes per socket, in total 4 NUMA nodes) -- 5x L40S CUDA GPUs +- Intel(R) Xeon(R) 6747P CPUs (2 sockets, 2 NUMA nodes per socket, in total 4 NUMA nodes) $^{[2]}$ +- 5x L40S CUDA GPUs $^{[3]}$ **Model:** - Qwen3-VL-8B-Instruct @@ -62,8 +62,8 @@ The routing decision is straightforward, when $I_{cpu}$ (total in-flight request # launch cuda encoder CUDA_VISIBLE_DEVICES=0 numactl --cpunodebind=0 --membind=0 python -m dynamo.sglang --multimodal-encode-worker --model-path "$MODEL_NAME" --chat-template "$CHAT_TEMPLATE" --embedding-transfer-mode nixl-read & -# launch cpu encoders -for node in 0 1 2 3; do DYN_ENCODER_CUDA_TO_CPU_RATIO +# launch cpu encoders, DYN_ENCODER_CUDA_TO_CPU_RATIO is 12 in this case +for node in 0 1 2 3; do 12 case "$node" in 0) cpus="$(printf "%s\n%s\n" "$(seq 0 2 46)" "$(seq 96 2 142)" | paste -sd, -)" ;; 1) cpus="$(printf "%s\n%s\n" "$(seq 48 2 94)" "$(seq 144 2 190)" | paste -sd, -)" ;; @@ -154,3 +154,5 @@ Heterogeneous CPU + GPU EPD disaggregation achieves an extra higher return on in ## Reference 1. [EPD Disaggregation: Elastic Encoder Scaling for Vision-Language Models in SGLang](https://www.lmsys.org/blog/2026-01-12-epd/) +2. [Intel(R) Xeon(R) 6747P CPU](https://www.intel.com/content/www/us/en/products/sku/241825/intel-xeon-6747p-processor-288m-cache-2-70-ghz/specifications.html) +3. [NVIDIA L40S](https://www.nvidia.com/en-us/data-center/l40s/) From 88845241e4843142d5c7c97351c23a14b3773a19 Mon Sep 17 00:00:00 2001 From: Yao Matrix Date: Fri, 29 May 2026 08:36:55 -0700 Subject: [PATCH 5/8] Update 2026-05-29-hetero-epd.md --- blog/2026-05-29-hetero-epd.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-05-29-hetero-epd.md index 453206ea4..b989005ae 100644 --- a/blog/2026-05-29-hetero-epd.md +++ b/blog/2026-05-29-hetero-epd.md @@ -7,7 +7,7 @@ previewImg: /images/blog/hetero-epd/1.png **TL;DR** -We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to CPUs (the most easy-getting CPU resource is the CPU in head node), we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under heavy load. +We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to CPUs (the easiest-getting CPU resource is the CPU in head node), we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under heavy load. ## Introduction From 32e7295f6ffa36f99c67cdd8261c24a95be5f2b0 Mon Sep 17 00:00:00 2001 From: Yao Matrix Date: Fri, 29 May 2026 08:37:53 -0700 Subject: [PATCH 6/8] Update 2026-05-29-hetero-epd.md --- blog/2026-05-29-hetero-epd.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-05-29-hetero-epd.md index b989005ae..4351b146a 100644 --- a/blog/2026-05-29-hetero-epd.md +++ b/blog/2026-05-29-hetero-epd.md @@ -7,7 +7,7 @@ previewImg: /images/blog/hetero-epd/1.png **TL;DR** -We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to CPUs (the easiest-getting CPU resource is the CPU in head node), we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under heavy load. +We enabled heterogeneous Encode-Prefill-Decode (EPD) disaggregation via Dynamo and SGLang for Vision-Language Models (VLMs). By offloading vision encoding tasks to CPUs (the easiest-getting CPU resource is the CPU in head node), we achieved consistent performance improvements across metrics: TTFT (Time to First Token), TPOT (Time Per Output Token), and overall throughput under load. ## Introduction From 8da256d3dabfe6e1adf0a419676f85b988851886 Mon Sep 17 00:00:00 2001 From: Yao Matrix Date: Fri, 29 May 2026 08:47:56 -0700 Subject: [PATCH 7/8] Update 2026-05-29-hetero-epd.md --- blog/2026-05-29-hetero-epd.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-05-29-hetero-epd.md index 4351b146a..7ae253827 100644 --- a/blog/2026-05-29-hetero-epd.md +++ b/blog/2026-05-29-hetero-epd.md @@ -148,7 +148,7 @@ python -m sglang.bench_serving.py --model Qwen/Qwen3-VL-8B-Instruct --num-promp - ~1.2x-1.3x P99 TTFT and request throughput improvement can be observed, indicating CPU helps offloading the vision encoder burden of GPU under load. - Significant ~1.3x-30x P99 TPOT reduction is achieved by relieving vision encoding traffic and mitigating the 2+ token generation queueing time. -Heterogeneous CPU + GPU EPD disaggregation achieves an extra higher return on investment (ROI) in addition to the ROI brought by the pure GPU EPD disaggregation [1] almost for free. This is achieved by the system-level optimization which includes the AMX powered CPU into the solution space with a whole system view. +Heterogeneous CPU + GPU EPD disaggregation achieves an extra higher return on investment (ROI) in addition to the ROI brought by the pure GPU EPD disaggregation $^{[1]}$ almost for free. This is achieved by the system-level optimization which includes the AMX powered CPU into the solution space with a whole system view. ## Reference 1. [EPD Disaggregation: Elastic Encoder Scaling for Vision-Language Models in SGLang](https://www.lmsys.org/blog/2026-01-12-epd/) From 1b15b326a0b67880be1ce0ba0fbc8e3668a0c45e Mon Sep 17 00:00:00 2001 From: Yao Matrix Date: Fri, 29 May 2026 16:26:28 -0700 Subject: [PATCH 8/8] Rename 2026-05-29-hetero-epd.md to 2026-06-01-hetero-epd.md --- blog/{2026-05-29-hetero-epd.md => 2026-06-01-hetero-epd.md} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename blog/{2026-05-29-hetero-epd.md => 2026-06-01-hetero-epd.md} (100%) diff --git a/blog/2026-05-29-hetero-epd.md b/blog/2026-06-01-hetero-epd.md similarity index 100% rename from blog/2026-05-29-hetero-epd.md rename to blog/2026-06-01-hetero-epd.md