diff --git a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/adaptive_config.env b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/adaptive_config.env
similarity index 90%
rename from experiments/dsv4_pro6000_vllm_tp_dp_matrix/adaptive_config.env
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/adaptive_config.env
index 1eda1f0..e35c41f 100644
--- a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/adaptive_config.env
+++ b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/adaptive_config.env
@@ -15,6 +15,12 @@ NUM_PROMPTS_MULTIPLIER="${NUM_PROMPTS_MULTIPLIER:-5}"
 TPS_MIN_GAIN_PCT="${TPS_MIN_GAIN_PCT:-2.0}"
 PLATEAU_PATIENCE="${PLATEAU_PATIENCE:-2}"
 
+# TTFT SLO early-stop settings.
+# When ttft_p95_ms exceeds TTFT_SLO_MS, stop searching the current (ISL, OSL)
+# shape and move on to the next scenario.
+TTFT_SLO_MS="${TTFT_SLO_MS:-4000}"
+ENABLE_TTFT_SLO_STOP="${ENABLE_TTFT_SLO_STOP:-1}"
+
 # Keep the same random workload semantics as the fixed matrix baseline.
 # DATASET_PATH must contain at least SEARCH_MAX_CONCURRENCY times
 # NUM_PROMPTS_MULTIPLIER valid two-turn conversations. Set this explicitly to
diff --git a/experiments/dsv4_h20_sglang_tp_dp_matrix/compare.py b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/compare.py
similarity index 100%
rename from experiments/dsv4_h20_sglang_tp_dp_matrix/compare.py
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/compare.py
diff --git a/experiments/dsv4_h20_sglang_tp_dp_matrix/config.env b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/config.env
similarity index 100%
rename from experiments/dsv4_h20_sglang_tp_dp_matrix/config.env
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/config.env
diff --git a/experiments/dsv4_h20_sglang_tp_dp_matrix/generate_scenarios.py b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/generate_scenarios.py
similarity index 100%
rename from experiments/dsv4_h20_sglang_tp_dp_matrix/generate_scenarios.py
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/generate_scenarios.py
diff --git a/experiments/dsv4_h20_sglang_tp_dp_matrix/matrix.json b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/matrix.json
similarity index 100%
rename from experiments/dsv4_h20_sglang_tp_dp_matrix/matrix.json
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/matrix.json
diff --git a/experiments/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency.sh b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
similarity index 96%
rename from experiments/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
index 0979a46..7972a9e 100755
--- a/experiments/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
+++ b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_adaptive_concurrency.sh
@@ -6,15 +6,15 @@ SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 EXPERIMENT_NAME="$(basename "$SCRIPT_DIR")"
 
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/lib.sh"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/platform.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/platform.sh"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/config.env"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/adaptive_config.env"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/adaptive_bench_lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/adaptive_bench_lib.sh"
 
 ENGINE="sglang"
 ENGINE_PORT="$SGLANG_PORT"
diff --git a/experiments/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
similarity index 96%
rename from experiments/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
index b9b28f3..2f95353 100755
--- a/experiments/dsv4_pro6000_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
+++ b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_adaptive_concurrency_add16.sh
@@ -6,15 +6,15 @@ SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 EXPERIMENT_NAME="$(basename "$SCRIPT_DIR")"
 
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/lib.sh"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/platform.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/platform.sh"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/config.env"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/adaptive_config.env"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/adaptive_bench_lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/adaptive_bench_lib.sh"
 
 ENGINE="sglang"
 ENGINE_PORT="$SGLANG_PORT"
diff --git a/experiments/dsv4_h20_sglang_tp_dp_matrix/run_bench.sh b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_bench.sh
similarity index 98%
rename from experiments/dsv4_h20_sglang_tp_dp_matrix/run_bench.sh
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_bench.sh
index d27b870..c2d3a37 100755
--- a/experiments/dsv4_h20_sglang_tp_dp_matrix/run_bench.sh
+++ b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_bench.sh
@@ -6,9 +6,9 @@ SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 EXPERIMENT_NAME="$(basename "$SCRIPT_DIR")"
 
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/lib.sh"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/platform.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/platform.sh"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/config.env"
 
@@ -522,7 +522,7 @@ run_parallel_config() {
 
   # Parse results.
   log "parsing ${config_label} results"
-  "$PYTHON" "${SCRIPT_DIR}/../../scripts/common/parse_backend.py" "$result_root" --backend sglang \
+  "$PYTHON" "${SCRIPT_DIR}/../../../scripts/common/parse_backend.py" "$result_root" --backend sglang \
     >> "${phase_log_dir}/parse.log" 2>&1 || {
       log "WARNING: parser failed for ${config_label}; see ${phase_log_dir}/parse.log"
     }
diff --git a/experiments/dsv4_h200_sglang_tp_dp_matrix/run_sglang_in_container.sh b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_sglang_in_container.sh
similarity index 100%
rename from experiments/dsv4_h200_sglang_tp_dp_matrix/run_sglang_in_container.sh
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/run_sglang_in_container.sh
diff --git a/experiments/dsv4_h200_sglang_tp_dp_matrix/start_sglang_container.sh b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/start_sglang_container.sh
similarity index 100%
rename from experiments/dsv4_h200_sglang_tp_dp_matrix/start_sglang_container.sh
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/start_sglang_container.sh
diff --git a/experiments/dsv4_h200_sglang_tp_dp_matrix/start_sglang_docker.sh b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/start_sglang_docker.sh
similarity index 100%
rename from experiments/dsv4_h200_sglang_tp_dp_matrix/start_sglang_docker.sh
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/start_sglang_docker.sh
diff --git a/experiments/dsv4_h200_sglang_tp_dp_matrix/start_sglang_dp.sh b/experiments/h20/dsv4_h20_sglang_tp_dp_matrix/start_sglang_dp.sh
similarity index 100%
rename from experiments/dsv4_h200_sglang_tp_dp_matrix/start_sglang_dp.sh
rename to experiments/h20/dsv4_h20_sglang_tp_dp_matrix/start_sglang_dp.sh
diff --git a/experiments/dsv4_pro6000_sglang_tp_dp_matrix/adaptive_config.env b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/adaptive_config.env
similarity index 90%
rename from experiments/dsv4_pro6000_sglang_tp_dp_matrix/adaptive_config.env
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/adaptive_config.env
index 1eda1f0..e35c41f 100644
--- a/experiments/dsv4_pro6000_sglang_tp_dp_matrix/adaptive_config.env
+++ b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/adaptive_config.env
@@ -15,6 +15,12 @@ NUM_PROMPTS_MULTIPLIER="${NUM_PROMPTS_MULTIPLIER:-5}"
 TPS_MIN_GAIN_PCT="${TPS_MIN_GAIN_PCT:-2.0}"
 PLATEAU_PATIENCE="${PLATEAU_PATIENCE:-2}"
 
+# TTFT SLO early-stop settings.
+# When ttft_p95_ms exceeds TTFT_SLO_MS, stop searching the current (ISL, OSL)
+# shape and move on to the next scenario.
+TTFT_SLO_MS="${TTFT_SLO_MS:-4000}"
+ENABLE_TTFT_SLO_STOP="${ENABLE_TTFT_SLO_STOP:-1}"
+
 # Keep the same random workload semantics as the fixed matrix baseline.
 # DATASET_PATH must contain at least SEARCH_MAX_CONCURRENCY times
 # NUM_PROMPTS_MULTIPLIER valid two-turn conversations. Set this explicitly to
diff --git a/experiments/dsv4_h20_vllm_tp_dp_matrix/compare.py b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/compare.py
similarity index 98%
rename from experiments/dsv4_h20_vllm_tp_dp_matrix/compare.py
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/compare.py
index 002fa0c..15f277c 100644
--- a/experiments/dsv4_h20_vllm_tp_dp_matrix/compare.py
+++ b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/compare.py
@@ -18,7 +18,7 @@ def load_result(result_root: Path) -> dict:
 
 
 def slo_status(ttft_p95_ms: float, tpot_mean_ms: float,
-               ttft_limit_ms: float = 3000.0, tpot_limit_ms: float = 50.0) -> str:
+               ttft_limit_ms: float = 4000.0, tpot_limit_ms: float = 50.0) -> str:
     ttft_ok = ttft_p95_ms < ttft_limit_ms
     tpot_ok = tpot_mean_ms < tpot_limit_ms
     if ttft_ok and tpot_ok:
@@ -42,7 +42,7 @@ def main():
     parser = argparse.ArgumentParser()
     parser.add_argument("--run-root", type=Path, required=True)
     parser.add_argument("-o", "--output", type=Path, default=Path("comparison.md"))
-    parser.add_argument("--ttft-limit", type=float, default=3000.0)
+    parser.add_argument("--ttft-limit", type=float, default=4000.0)
     parser.add_argument("--tpot-limit", type=float, default=50.0)
     args = parser.parse_args()
 
diff --git a/experiments/dsv4_h20_vllm_tp_dp_matrix/config.env b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/config.env
similarity index 100%
rename from experiments/dsv4_h20_vllm_tp_dp_matrix/config.env
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/config.env
diff --git a/experiments/dsv4_h20_vllm_tp_dp_matrix/generate_scenarios.py b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/generate_scenarios.py
similarity index 100%
rename from experiments/dsv4_h20_vllm_tp_dp_matrix/generate_scenarios.py
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/generate_scenarios.py
diff --git a/experiments/dsv4_h20_vllm_tp_dp_matrix/matrix.json b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/matrix.json
similarity index 100%
rename from experiments/dsv4_h20_vllm_tp_dp_matrix/matrix.json
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/matrix.json
diff --git a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency.sh b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency.sh
similarity index 96%
rename from experiments/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency.sh
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency.sh
index ca23f6a..f76a93d 100755
--- a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency.sh
+++ b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency.sh
@@ -6,15 +6,15 @@ SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 EXPERIMENT_NAME="$(basename "$SCRIPT_DIR")"
 
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/lib.sh"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/platform.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/platform.sh"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/config.env"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/adaptive_config.env"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/adaptive_bench_lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/adaptive_bench_lib.sh"
 
 ENGINE="vllm"
 ENGINE_PORT="$VLLM_PORT"
diff --git a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
similarity index 96%
rename from experiments/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
index 482886d..1a4b3bc 100755
--- a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
+++ b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
@@ -6,15 +6,15 @@ SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 EXPERIMENT_NAME="$(basename "$SCRIPT_DIR")"
 
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/lib.sh"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/platform.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/platform.sh"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/config.env"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/adaptive_config.env"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/adaptive_bench_lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/adaptive_bench_lib.sh"
 
 ENGINE="vllm"
 ENGINE_PORT="$VLLM_PORT"
diff --git a/experiments/dsv4_h20_vllm_tp_dp_matrix/run_bench.sh b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_bench.sh
similarity index 98%
rename from experiments/dsv4_h20_vllm_tp_dp_matrix/run_bench.sh
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_bench.sh
index 7bb82c8..1db82ea 100755
--- a/experiments/dsv4_h20_vllm_tp_dp_matrix/run_bench.sh
+++ b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/run_bench.sh
@@ -6,9 +6,9 @@ SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 EXPERIMENT_NAME="$(basename "$SCRIPT_DIR")"
 
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/lib.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/lib.sh"
 # shellcheck source=/dev/null
-source "${SCRIPT_DIR}/../../scripts/common/platform.sh"
+source "${SCRIPT_DIR}/../../../scripts/common/platform.sh"
 # shellcheck source=/dev/null
 source "${SCRIPT_DIR}/config.env"
 
@@ -512,7 +512,7 @@ run_parallel_config() {
 
   # Parse results.
   log "parsing ${config_label} results"
-  "$PYTHON" "${SCRIPT_DIR}/../../scripts/common/parse_backend.py" "$result_root" --backend vllm \
+  "$PYTHON" "${SCRIPT_DIR}/../../../scripts/common/parse_backend.py" "$result_root" --backend vllm \
     >> "${phase_log_dir}/parse.log" 2>&1 || {
       log "WARNING: parser failed for ${config_label}; see ${phase_log_dir}/parse.log"
     }
diff --git a/experiments/dsv4_h20_vllm_tp_dp_matrix/start_vllm_docker.sh b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/start_vllm_docker.sh
similarity index 100%
rename from experiments/dsv4_h20_vllm_tp_dp_matrix/start_vllm_docker.sh
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/start_vllm_docker.sh
diff --git a/experiments/dsv4_h200_vllm_tp_dp_matrix/start_vllm_dp.sh b/experiments/h20/dsv4_h20_vllm_tp_dp_matrix/start_vllm_dp.sh
similarity index 100%
rename from experiments/dsv4_h200_vllm_tp_dp_matrix/start_vllm_dp.sh
rename to experiments/h20/dsv4_h20_vllm_tp_dp_matrix/start_vllm_dp.sh
diff --git a/experiments/dsv4_h200_256k_4k_probe/config.env b/experiments/h200/dsv4_h200_256k_4k_probe/config.env
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/config.env
rename to experiments/h200/dsv4_h200_256k_4k_probe/config.env
diff --git a/experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/comparison.md b/experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/comparison.md
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/comparison.md
rename to experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/comparison.md
diff --git a/experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/report.md b/experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/report.md
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/report.md
rename to experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/report.md
diff --git a/experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/results.json b/experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/results.json
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/results.json
rename to experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/sglang/results.json
diff --git a/experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/report.md b/experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/report.md
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/report.md
rename to experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/report.md
diff --git a/experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/results.json b/experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/results.json
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/results.json
rename to experiments/h200/dsv4_h200_256k_4k_probe/results/20260708-094838/vllm/results.json
diff --git a/experiments/dsv4_h200_256k_4k_probe/run_bench.sh b/experiments/h200/dsv4_h200_256k_4k_probe/run_bench.sh
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/run_bench.sh
rename to experiments/h200/dsv4_h200_256k_4k_probe/run_bench.sh
diff --git a/experiments/dsv4_h200_256k_4k_probe/start_sglang.sh b/experiments/h200/dsv4_h200_256k_4k_probe/start_sglang.sh
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/start_sglang.sh
rename to experiments/h200/dsv4_h200_256k_4k_probe/start_sglang.sh
diff --git a/experiments/dsv4_h200_256k_4k_probe/start_vllm.sh b/experiments/h200/dsv4_h200_256k_4k_probe/start_vllm.sh
similarity index 100%
rename from experiments/dsv4_h200_256k_4k_probe/start_vllm.sh
rename to experiments/h200/dsv4_h200_256k_4k_probe/start_vllm.sh
diff --git a/experiments/dsv4_h200_64k_sglang_vs_vllm/config.env b/experiments/h200/dsv4_h200_64k_sglang_vs_vllm/config.env
similarity index 100%
rename from experiments/dsv4_h200_64k_sglang_vs_vllm/config.env
rename to experiments/h200/dsv4_h200_64k_sglang_vs_vllm/config.env
diff --git a/experiments/dsv4_h200_64k_sglang_vs_vllm/results/20260708-092556/comparison.md b/experiments/h200/dsv4_h200_64k_sglang_vs_vllm/results/20260708-092556/comparison.md
similarity index 100%
rename from experiments/dsv4_h200_64k_sglang_vs_vllm/results/20260708-092556/comparison.md
rename to experiments/h200/dsv4_h200_64k_sglang_vs_vllm/results/20260708-092556/comparison.md
diff --git a/experiments/dsv4_h200_64k_sglang_vs_vllm/results/20260708-092556/sglang/report.md b/experiments/h200/dsv4_h200_64k_sglang_vs_vllm/results/20260708-092556/sglang/report.md
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rename from experiments/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency.sh
rename to experiments/pro6000/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency.sh
diff --git a/experiments/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh b/experiments/pro6000/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
similarity index 100%
rename from experiments/dsv4_h20_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
rename to experiments/pro6000/dsv4_pro6000_vllm_tp_dp_matrix/run_adaptive_concurrency_add16.sh
diff --git a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_docker.sh b/experiments/pro6000/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_docker.sh
similarity index 100%
rename from experiments/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_docker.sh
rename to experiments/pro6000/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_docker.sh
diff --git a/experiments/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_dp.sh b/experiments/pro6000/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_dp.sh
similarity index 100%
rename from experiments/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_dp.sh
rename to experiments/pro6000/dsv4_pro6000_vllm_tp_dp_matrix/start_vllm_dp.sh
diff --git a/scripts/common/adaptive_bench_lib.sh b/scripts/common/adaptive_bench_lib.sh
index 35dc5d2..fcd06f4 100755
--- a/scripts/common/adaptive_bench_lib.sh
+++ b/scripts/common/adaptive_bench_lib.sh
@@ -69,6 +69,14 @@ adaptive_validate_config() {
     log "ERROR: RANDOM_RANGE_RATIO must be between 0.0 and 1.0"
     return 1
   fi
+  if ! [[ "${TTFT_SLO_MS:-4000}" =~ ^[0-9]+$ ]] || (( TTFT_SLO_MS < 1 )); then
+    log "ERROR: TTFT_SLO_MS must be a positive integer, got ${TTFT_SLO_MS}"
+    return 1
+  fi
+  if [[ "${ENABLE_TTFT_SLO_STOP:-1}" != "0" && "${ENABLE_TTFT_SLO_STOP:-1}" != "1" ]]; then
+    log "ERROR: ENABLE_TTFT_SLO_STOP must be 0 or 1, got ${ENABLE_TTFT_SLO_STOP}"
+    return 1
+  fi
 }
 
 adaptive_start_gpu_monitor() {
@@ -408,6 +416,23 @@ adaptive_run_shape() {
       fi
       max_successful_concurrency="$concurrency"
       last_total_tps="$current_tps"
+
+      # TTFT SLO check: stop searching if TTFT P95 exceeds the SLO threshold
+      local ttft_p95_ms=""
+      if [[ "${ENABLE_TTFT_SLO_STOP:-1}" == "1" ]]; then
+        ttft_p95_ms="$(jq -r '.ttft_p95_ms' "$POINT_METRICS_FILE")"
+        if awk -v ttft="$ttft_p95_ms" -v slo="${TTFT_SLO_MS:-4000}" 'BEGIN { exit !(ttft > slo) }'; then
+          adaptive_append_point_from_metrics \
+            "$POINT_METRICS_FILE" "$tp" "$dp" "$mark" "$isl" "$osl" \
+            "$concurrency" "$num_prompts" "$POINT_ATTEMPT" "$gain_pct" \
+            "$plateau_streak" "$POINT_RAW_FILE" "$POINT_DETAIL_LOG"
+          stop_reason="TTFT_SLO_EXCEEDED"
+          shape_status="TTFT_BOUNDARY"
+          log "probe result c=${concurrency} total_tps=${current_tps} ttft_p95=${ttft_p95_ms}ms > SLO=${TTFT_SLO_MS}ms, stopping shape"
+          break
+        fi
+      fi
+
       adaptive_append_point_from_metrics \
         "$POINT_METRICS_FILE" "$tp" "$dp" "$mark" "$isl" "$osl" \
         "$concurrency" "$num_prompts" "$POINT_ATTEMPT" "$gain_pct" \
@@ -625,6 +650,8 @@ adaptive_main() {
     --argjson min_gain_pct "$TPS_MIN_GAIN_PCT" \
     --argjson plateau_patience "$PLATEAU_PATIENCE" \
     --argjson warmup_max_requests "$BENCH_WARMUP_MAX_REQUESTS" \
+    --argjson ttft_slo_ms "${TTFT_SLO_MS:-4000}" \
+    --argjson enable_ttft_slo_stop "${ENABLE_TTFT_SLO_STOP:-1}" \
     '{
       experiment: $experiment,
       engine: $engine,
@@ -642,7 +669,9 @@ adaptive_main() {
         num_prompts_multiplier: $prompts_multiplier,
         min_tps_gain_pct: $min_gain_pct,
         plateau_patience: $plateau_patience,
-        warmup_max_requests: $warmup_max_requests
+        warmup_max_requests: $warmup_max_requests,
+        ttft_slo_ms: $ttft_slo_ms,
+        enable_ttft_slo_stop: $enable_ttft_slo_stop
       }
     }' > "${ADAPTIVE_RUN_ROOT}/run_manifest.json"