diff --git a/README.md b/README.md
index 1066e08..d382785 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,8 @@
 # sskj — 多平台大模型推理性能基准测试项目
 
+> **更新（2026-07-21 14:12:30 +0800）**
+> - RTX 6000D / DeepSeek-V4-Flash 的 SGLang 全量与 tiny 脚本切换到 `lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45`，MoE backend 保持 `auto`，由 nightly 自动选择可用的 FlashInfer MoE 实现；同时使用独立 nightly CUDA 13 cache，避免复用旧 SM120 修补镜像的编译缓存。
+
 > **更新（2026-07-21 14:00:30 +0800）**
 > - adaptive 并发搜索新增可配置的 `C=1 OOM` 配置级短路：同一 TP/DP 在最小并发仍 OOM 时，直接跳过该组更长输入，避免把已经确定不可部署的长度继续压测；6000D DSV4-Flash SGLang tiny 已启用，并支持从已有结果恢复时识别此前的该边界。
 
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/config.env b/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/config.env
index d87a55e..41ed6bb 100644
--- a/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/config.env
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/config.env
@@ -34,7 +34,7 @@ declare -a PARALLEL_CONFIGS=(
   "8 1"
 )
 
-# SGLang server settings, verified for this model and machine.
+# SGLang nightly server settings for this model and machine.
 MEM_FRACTION_STATIC="${MEM_FRACTION_STATIC:-0.90}"
 MOE_RUNNER_BACKEND="${MOE_RUNNER_BACKEND:-auto}"
 CONTEXT_LENGTH="${CONTEXT_LENGTH:-131072}"
@@ -44,13 +44,13 @@ SKIP_CONFIG_ON_MIN_CONCURRENCY_OOM="${SKIP_CONFIG_ON_MIN_CONCURRENCY_OOM:-1}"
 
 # Deployment switch. 0 = native sglang venv, 1 = Docker.
 USE_DOCKER="${USE_DOCKER:-1}"
-DOCKER_IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+DOCKER_IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 
 # To use ShareGPT, set BENCH_DATASET_NAME=random and DATASET_PATH explicitly.
 BENCH_DATASET_NAME="${BENCH_DATASET_NAME:-random}"
 DATASET_PATH="${DATASET_PATH:-${ROOT_DIR}/dataset/ShareGPT_V3_unfiltered_cleaned_split.json}"
 SGLANG_BENCH_MODULE="${SGLANG_BENCH_MODULE:-sglang.benchmark.serving}"
-CACHE_DIR="${CACHE_DIR:-${ROOT_DIR}/sglang_sm120_cache}"
+CACHE_DIR="${CACHE_DIR:-${ROOT_DIR}/sglang_nightly_cu13_cache}"
 
 # Matrix contains ISL=1K..128K with fixed OSL=1K.
 MATRIX_FILE="${MATRIX_FILE:-${SCRIPT_DIR:-.}/matrix.json}"
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/run_adaptive_concurrency_add16.sh b/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/run_adaptive_concurrency_add16.sh
index 2d993e1..a18951a 100755
--- a/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/run_adaptive_concurrency_add16.sh
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/run_adaptive_concurrency_add16.sh
@@ -27,7 +27,7 @@ else
   PYTHON="$(command -v python3)"
 fi
 
-DOCKER_IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+DOCKER_IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 
 engine_is_healthy() {
   curl --fail --silent --show-error --max-time 5 \
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/start_sglang_docker.sh b/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/start_sglang_docker.sh
index e251dd5..6df6177 100755
--- a/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/start_sglang_docker.sh
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tiny_1k_output/start_sglang_docker.sh
@@ -16,7 +16,7 @@ source "${SCRIPT_DIR}/config.env"
 RUNTIME_BASE="${RUNTIME_BASE:-${SCRIPT_DIR}/runtime}"
 mkdir -p "${RUNTIME_BASE}/logs" "${RUNTIME_BASE}/tmp" "$CACHE_DIR"
 
-IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 PORT="${SGLANG_PORT:-30031}"
 NAME="${EXPERIMENT}_sglang_tp${TP}_dp${DP}"
 PID_FILE="${RUNTIME_BASE}/${EXPERIMENT}_sglang_tp${TP}_dp${DP}.pid"
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/config.env b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/config.env
index 825b3ea..f096ecf 100644
--- a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/config.env
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/config.env
@@ -33,7 +33,7 @@ declare -a PARALLEL_CONFIGS=(
   "8 1"
 )
 
-# SGLang server settings, verified for RTX 6000D / DeepSeek-V4-Flash.
+# SGLang nightly server settings for RTX 6000D / DeepSeek-V4-Flash.
 MEM_FRACTION_STATIC="${MEM_FRACTION_STATIC:-0.90}"
 MOE_RUNNER_BACKEND="${MOE_RUNNER_BACKEND:-auto}"
 CONTEXT_LENGTH="${CONTEXT_LENGTH:-131072}"
@@ -41,13 +41,13 @@ MAX_RUNNING_REQUESTS="${MAX_RUNNING_REQUESTS:-64}"
 
 # Deployment switch. 0 = native sglang venv, 1 = Docker.
 USE_DOCKER="${USE_DOCKER:-1}"
-DOCKER_IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+DOCKER_IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 
 # To use ShareGPT, set BENCH_DATASET_NAME=random and DATASET_PATH explicitly.
 BENCH_DATASET_NAME="${BENCH_DATASET_NAME:-random}"
 DATASET_PATH="${DATASET_PATH:-${ROOT_DIR}/dataset/ShareGPT_V3_unfiltered_cleaned_split.json}"
 SGLANG_BENCH_MODULE="${SGLANG_BENCH_MODULE:-sglang.benchmark.serving}"
-CACHE_DIR="${CACHE_DIR:-${ROOT_DIR}/sglang_sm120_cache}"
+CACHE_DIR="${CACHE_DIR:-${ROOT_DIR}/sglang_nightly_cu13_cache}"
 
 # Matrix and concurrency rules are defined in matrix.json by default.
 MATRIX_FILE="${MATRIX_FILE:-${SCRIPT_DIR:-.}/matrix.json}"
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency.sh b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
index 39ed951..bf9f543 100755
--- a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
@@ -27,7 +27,7 @@ else
   PYTHON="$(command -v python3)"
 fi
 
-DOCKER_IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+DOCKER_IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 
 engine_is_healthy() {
   curl --fail --silent --show-error --max-time 5 \
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
index ab26fe1..bf1ea37 100755
--- a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
@@ -27,7 +27,7 @@ else
   PYTHON="$(command -v python3)"
 fi
 
-DOCKER_IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+DOCKER_IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 
 engine_is_healthy() {
   curl --fail --silent --show-error --max-time 5 \
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_bench.sh b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_bench.sh
index 5b3a6d3..2b886e4 100755
--- a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_bench.sh
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/run_bench.sh
@@ -30,7 +30,7 @@ else
   PYTHON="$(command -v python3)"
 fi
 
-DOCKER_IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+DOCKER_IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 
 log_dir_global="${RESULT_BASE}/${RUN_ID}/logs"
 mkdir -p "$log_dir_global"
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_container.sh b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_container.sh
index c33bb0d..298565c 100755
--- a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_container.sh
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_container.sh
@@ -13,7 +13,7 @@ source "${SCRIPT_DIR}/config.env"
 RUNTIME_BASE="${RUNTIME_BASE:-${SCRIPT_DIR}/runtime}"
 mkdir -p "${RUNTIME_BASE}/logs" "${RUNTIME_BASE}/tmp"
 
-IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 PORT="${SGLANG_PORT:-30031}"
 NAME="${EXPERIMENT}_sglang_container"
 PID_FILE="${RUNTIME_BASE}/${EXPERIMENT}_container.pid"
diff --git a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_docker.sh b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_docker.sh
index e251dd5..6df6177 100755
--- a/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_docker.sh
+++ b/experiments/pro6000/dsv4_pro6000_sglang_tp_dp_matrix/start_sglang_docker.sh
@@ -16,7 +16,7 @@ source "${SCRIPT_DIR}/config.env"
 RUNTIME_BASE="${RUNTIME_BASE:-${SCRIPT_DIR}/runtime}"
 mkdir -p "${RUNTIME_BASE}/logs" "${RUNTIME_BASE}/tmp" "$CACHE_DIR"
 
-IMAGE="${DOCKER_IMAGE:-sglang-sm120-dsv4:0.5.15.post1-fi0.6.14-sm120fix1}"
+IMAGE="${DOCKER_IMAGE:-lmsysorg/sglang:nightly-dev-cu13-20260720-b3570a45}"
 PORT="${SGLANG_PORT:-30031}"
 NAME="${EXPERIMENT}_sglang_tp${TP}_dp${DP}"
 PID_FILE="${RUNTIME_BASE}/${EXPERIMENT}_sglang_tp${TP}_dp${DP}.pid"