diff --git a/.github/benchmark/oot_models_accuracy.json b/.github/benchmark/oot_models_accuracy.json
index acd512e0a..6eb51fba5 100644
--- a/.github/benchmark/oot_models_accuracy.json
+++ b/.github/benchmark/oot_models_accuracy.json
@@ -201,8 +201,9 @@
     "model_path": "deepseek-ai/DeepSeek-R1-0528",
     "extraArgs": "--data-parallel-size 8 --enable-expert-parallel",
     "env_vars": "MORI_SHMEM_MODE=ISOLATION",
-    "runner": "linux-atom-mi35x-8",
+    "runner": "atom-plugin-acc-validation-runner",
     "test_level": "nightly",
+    "priority": "P1",
     "accuracy_threshold": 0.93,
     "accuracy_baseline": 0.93,
     "accuracy_baseline_model": "deepseek-ai/DeepSeek-R1-0528"
diff --git a/.github/benchmark/sglang_models_accuracy.json b/.github/benchmark/sglang_models_accuracy.json
index 09e997dc6..eb3a314ff 100644
--- a/.github/benchmark/sglang_models_accuracy.json
+++ b/.github/benchmark/sglang_models_accuracy.json
@@ -326,5 +326,33 @@
     "accuracy_baseline": null,
     "accuracy_baseline_model": "Qwen/Qwen3-32B-FP8",
     "_baseline_note": "Threshold placeholder until MI308 gsm8k baseline is measured in CI."
+  },
+  {
+    "model_name": "MI308 GLM-5.1-FP8 TP8",
+    "model_path": "zai-org/GLM-5.1-FP8",
+    "extraArgs": "--trust-remote-code --tensor-parallel-size 8 --attention-backend aiter --kv-cache-dtype fp8_e4m3 --mem-fraction-static 0.8 --page-size 1 --disable-radix-cache",
+    "env_vars": "SGLANG_AITER_FP8_PREFILL_ATTN=0\nSGLANG_USE_AITER=1\nATOM_ENABLE_DS_QKNORM_QUANT_FUSION=1\nSGLANG_EXTERNAL_MODEL_PACKAGE=atom.plugin.sglang.models\nSGLANG_ENABLE_TORCH_COMPILE=1\nTORCHINDUCTOR_COMPILE_THREADS=128",
+    "runner": "atom-mi308-8gpu-plugins-benchmark",
+    "test_level": "nightly",
+    "lm_eval_num_fewshot": 20,
+    "lm_eval_num_concurrent": 64,
+    "accuracy_threshold": 0.93,
+    "accuracy_baseline": null,
+    "accuracy_baseline_model": "zai-org/GLM-5.1-FP8",
+    "_baseline_note": "Threshold aligned with the SGLANG accuracy validation workflow target for GLM-5.1-FP8 TP8 on MI308."
+  },
+  {
+    "model_name": "MI308 DeepSeek-V4-Flash",
+    "model_path": "deepseek-ai/DeepSeek-V4-Flash",
+    "extraArgs": "--trust-remote-code --tensor-parallel-size 8 --kv-cache-dtype fp8_e4m3 --mem-fraction-static 0.9 --swa-full-tokens-ratio 0.1 --max-running-requests 256 --page-size 256 --disable-radix-cache --disable-shared-experts-fusion --tool-call-parser deepseekv4 --reasoning-parser deepseek-v4",
+    "env_vars": "SGLANG_DEFAULT_SERVER_ARGS=\nAITER_BF16_FP8_MOE_BOUND=0\nATOM_MOE_GU_ITLV=1\nSGLANG_DEFAULT_THINKING=1\nSGLANG_DSV4_REASONING_EFFORT=max\nSGLANG_USE_AITER=1\nSGLANG_EXTERNAL_MODEL_PACKAGE=atom.plugin.sglang.models\nTORCHINDUCTOR_COMPILE_THREADS=128",
+    "runner": "atom-mi308-8gpu-plugins-benchmark",
+    "test_level": "nightly",
+    "lm_eval_num_fewshot": 5,
+    "lm_eval_num_concurrent": 8,
+    "accuracy_threshold": 0.94,
+    "accuracy_baseline": null,
+    "accuracy_baseline_model": "deepseek-ai/DeepSeek-V4-Flash",
+    "_baseline_note": "MI308 SGLang DeepSeek-V4-Flash coverage follows the SGLang DeepSeek-V4 5-shot GSM8K setup; refresh baseline after nightly measurements land."
   }
 ]
diff --git a/.github/workflows/atom-sglang-accuracy-validation-gpu-shard.yaml b/.github/workflows/atom-sglang-accuracy-validation-gpu-shard.yaml
index eac8bfe71..bbfcb2c2a 100644
--- a/.github/workflows/atom-sglang-accuracy-validation-gpu-shard.yaml
+++ b/.github/workflows/atom-sglang-accuracy-validation-gpu-shard.yaml
@@ -350,6 +350,8 @@ jobs:
           MAX_WAIT_RETRIES: "120"
           STREAM_SGLANG_LOGS: "1"
           LM_EVAL_TASK: "gsm8k"
+          LM_EVAL_NUM_FEWSHOT: ${{ matrix.lm_eval_num_fewshot }}
+          LM_EVAL_NUM_CONCURRENT: ${{ matrix.lm_eval_num_concurrent }}
         run: |
           $CONTAINER_ENGINE exec \
             -e SGLANG_MODEL_NAME="${SGLANG_MODEL_NAME}" \
@@ -363,6 +365,8 @@ jobs:
             -e MAX_WAIT_RETRIES="${MAX_WAIT_RETRIES}" \
             -e STREAM_SGLANG_LOGS="${STREAM_SGLANG_LOGS}" \
             -e LM_EVAL_TASK="${LM_EVAL_TASK}" \
+            -e LM_EVAL_NUM_FEWSHOT="${LM_EVAL_NUM_FEWSHOT}" \
+            -e LM_EVAL_NUM_CONCURRENT="${LM_EVAL_NUM_CONCURRENT}" \
             "$CONTAINER_NAME" bash -lc "
               set -euo pipefail
               bash .github/scripts/atom_sglang_test.sh accuracy
diff --git a/.github/workflows/atom-sglang-accuracy-validation.yaml b/.github/workflows/atom-sglang-accuracy-validation.yaml
index 78e760a94..b0844c5be 100644
--- a/.github/workflows/atom-sglang-accuracy-validation.yaml
+++ b/.github/workflows/atom-sglang-accuracy-validation.yaml
@@ -120,7 +120,7 @@ on:
         type: boolean
         default: false
       run_mi308_all:
-        description: "Run all MI308 gsm8k accuracy cases (Qwen on atom-mi308-8gpu-plugins-benchmark)"
+        description: "Run all MI308 gsm8k accuracy cases on atom-mi308-8gpu-plugins-benchmark"
         required: false
         type: boolean
         default: false
@@ -448,6 +448,26 @@ jobs:
                   "env_vars": "SGLANG_DEFAULT_SERVER_ARGS=\nSGLANG_EXTERNAL_MODEL_PACKAGE=atom.plugin.sglang.models\nATOM_ENABLE_QK_NORM_ROPE_CACHE_QUANT_FUSION=0",
                   "runner": "atom-mi308-8gpu-plugins-benchmark",
               },
+              {
+                  "model_name": "MI308 GLM-5.1-FP8 TP8",
+                  "model_path": "zai-org/GLM-5.1-FP8",
+                  "extra_args": "--trust-remote-code --tensor-parallel-size 8 --attention-backend aiter --kv-cache-dtype fp8_e4m3 --mem-fraction-static 0.8 --page-size 1 --disable-radix-cache",
+                  "lm_eval_num_fewshot": 20,
+                  "lm_eval_num_concurrent": 64,
+                  "accuracy_test_threshold": 0.93,
+                  "env_vars": "SGLANG_AITER_FP8_PREFILL_ATTN=0\nSGLANG_USE_AITER=1\nATOM_ENABLE_DS_QKNORM_QUANT_FUSION=1\nSGLANG_EXTERNAL_MODEL_PACKAGE=atom.plugin.sglang.models\nSGLANG_ENABLE_TORCH_COMPILE=1\nTORCHINDUCTOR_COMPILE_THREADS=128",
+                  "runner": "atom-mi308-8gpu-plugins-benchmark",
+              },
+              {
+                  "model_name": "MI308 DeepSeek-V4-Flash",
+                  "model_path": "deepseek-ai/DeepSeek-V4-Flash",
+                  "extra_args": "--trust-remote-code --tensor-parallel-size 8 --kv-cache-dtype fp8_e4m3 --mem-fraction-static 0.9 --swa-full-tokens-ratio 0.1 --max-running-requests 256 --page-size 256 --disable-radix-cache --disable-shared-experts-fusion --tool-call-parser deepseekv4 --reasoning-parser deepseek-v4",
+                  "lm_eval_num_fewshot": 5,
+                  "lm_eval_num_concurrent": 8,
+                  "accuracy_test_threshold": 0.94,
+                  "env_vars": "SGLANG_DEFAULT_SERVER_ARGS=\nAITER_BF16_FP8_MOE_BOUND=0\nATOM_MOE_GU_ITLV=1\nSGLANG_DEFAULT_THINKING=1\nSGLANG_DSV4_REASONING_EFFORT=max\nSGLANG_USE_AITER=1\nSGLANG_EXTERNAL_MODEL_PACKAGE=atom.plugin.sglang.models\nTORCHINDUCTOR_COMPILE_THREADS=128",
+                  "runner": "atom-mi308-8gpu-plugins-benchmark",
+              },
           ]
           models.extend(mi308_models)