diff --git a/perf/perf-20260416-142113/result.json b/perf/perf-20260416-142113/result.json
new file mode 100644
index 0000000..2323278
--- /dev/null
+++ b/perf/perf-20260416-142113/result.json
@@ -0,0 +1,1238 @@
+{
+  "benchmark_version": "2",
+  "generated_at": "2026-04-16T14:21:13.433467372Z",
+  "hostname": "debian",
+  "server_model": "MLT-S06",
+  "benchmark_profile": "standard",
+  "parallel_gpus": true,
+  "ramp_total": 4,
+  "ramp_run_id": "ramp-20260416-133118",
+  "overall_status": "OK",
+  "selected_gpu_indices": [
+    0,
+    1,
+    2,
+    3
+  ],
+  "findings": [
+    "All 4 GPU(s) passed the benchmark.",
+    "GPU 0 average SM clock stayed below the requested lock target.",
+    "[HARD STOP] GPU 0: p95 temperature 85.0°C — only 5.0°C from shutdown threshold (90°C). Do not operate.",
+    "GPU 1 average SM clock stayed below the requested lock target.",
+    "[HARD STOP] GPU 1: p95 temperature 85.0°C — only 5.0°C from shutdown threshold (90°C). Do not operate.",
+    "GPU 2 average SM clock stayed below the requested lock target.",
+    "[HARD STOP] GPU 2: p95 temperature 83.0°C — only 7.0°C from shutdown threshold (90°C). Do not operate.",
+    "GPU 3 average SM clock stayed below the requested lock target.",
+    "[HARD STOP] GPU 3: p95 temperature 82.0°C — only 8.0°C from shutdown threshold (90°C). Do not operate.",
+    "Multi-GPU all_reduce max bus bandwidth: 8.6 GB/s."
+  ],
+  "normalization": {
+    "status": "full",
+    "gpus": [
+      {
+        "index": 0,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      },
+      {
+        "index": 1,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      },
+      {
+        "index": 2,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      },
+      {
+        "index": 3,
+        "persistence_mode": "applied",
+        "gpu_clock_lock_mhz": 1980,
+        "gpu_clock_lock_status": "applied",
+        "memory_clock_lock_mhz": 2619,
+        "memory_clock_lock_status": "applied"
+      }
+    ]
+  },
+  "host_config": {
+    "cpu_model": "Intel(R) Xeon(R) Gold 6430",
+    "cpu_sockets": 2,
+    "cpu_cores": 64,
+    "cpu_threads": 128,
+    "mem_total_gib": 62.53376007080078
+  },
+  "cpu_load": {
+    "avg_pct": 2.5,
+    "max_pct": 3.4,
+    "p95_pct": 3.3,
+    "samples": 88,
+    "status": "ok"
+  },
+  "cooling": {
+    "available": true,
+    "avg_fan_rpm": 6445.138888888889,
+    "fan_duty_cycle_available": true,
+    "fan_duty_cycle_estimated": true,
+    "avg_fan_duty_cycle_pct": 87.26521164021146,
+    "p95_fan_duty_cycle_pct": 95.65252976190474,
+    "notes": [
+      "fan duty cycle is estimated from the highest fan RPM observed since boot; treat it as an approximation, not a direct PWM reading"
+    ]
+  },
+  "gpus": [
+    {
+      "index": 0,
+      "uuid": "GPU-a87b1588-4e92-bd7b-74be-9db000808a64",
+      "name": "NVIDIA H100 80GB HBM3",
+      "bus_id": "00000000:49:00.0",
+      "vbios": "96.00.74.00.01",
+      "compute_capability": "9.0",
+      "backend": "cublasLt",
+      "status": "OK",
+      "power_limit_w": 700,
+      "default_power_limit_w": 700,
+      "max_graphics_clock_mhz": 1980,
+      "max_memory_clock_mhz": 2619,
+      "locked_graphics_clock_mhz": 1980,
+      "locked_memory_clock_mhz": 2619,
+      "baseline": {
+        "duration_sec": 20.487515832,
+        "samples": 1,
+        "avg_temp_c": 69,
+        "p95_temp_c": 69,
+        "avg_power_w": 181.66,
+        "p95_power_w": 181.66,
+        "avg_graphics_clock_mhz": 1830,
+        "p95_graphics_clock_mhz": 1830,
+        "avg_memory_clock_mhz": 2619,
+        "p95_memory_clock_mhz": 2619,
+        "avg_usage_pct": 0,
+        "avg_mem_usage_pct": 0,
+        "clock_cv_pct": 0,
+        "power_cv_pct": 0,
+        "temp_cv_pct": 0,
+        "clock_drift_pct": 0
+      },
+      "steady": {
+        "duration_sec": 715.865398029,
+        "samples": 21,
+        "avg_temp_c": 81.23809523809524,
+        "p95_temp_c": 85,
+        "avg_power_w": 629.2452380952379,
+        "p95_power_w": 697.96,
+        "avg_graphics_clock_mhz": 1300.7142857142858,
+        "p95_graphics_clock_mhz": 1830,
+        "avg_memory_clock_mhz": 2619,
+        "p95_memory_clock_mhz": 2619,
+        "avg_usage_pct": 85.71428571428571,
+        "avg_mem_usage_pct": 50.61904761904762,
+        "clock_cv_pct": 17.027510138414932,
+        "power_cv_pct": 25.700013778114617,
+        "temp_cv_pct": 8.408169321004037,
+        "clock_drift_pct": 0
+      },
+      "precision_steady": [
+        {
+          "precision": "int8",
+          "status": "OK",
+          "steady": {
+            "duration_sec": 51.349862924,
+            "samples": 2,
+            "avg_temp_c": 65.5,
+            "p95_temp_c": 70.45,
+            "avg_power_w": 458.21500000000003,
+            "p95_power_w": 675.1015,
+            "avg_graphics_clock_mhz": 1507.5,
+            "p95_graphics_clock_mhz": 1797.75,
+            "avg_memory_clock_mhz": 2619,
+            "p95_memory_clock_mhz": 2619,
+            "avg_usage_pct": 50.5,
+            "avg_mem_usage_pct": 42.5,
+            "clock_cv_pct": 21.393034825870647,
+            "power_cv_pct": 52.59212378468623,
+            "temp_cv_pct": 8.396946564885496,
+            "clock_drift_pct": 0
+          },
+          "teraops_per_sec": 1149.1842264662016,
+          "weighted_teraops_per_sec": 287.2960566165504,
+          "ecc": {
+            "corrected": 0,
+            "uncorrected": 0
+          }
+        },
+        {
+          "precision": "fp8",
+          "status": "OK",
+          "steady": {
+            "duration_sec": 112.097913814,
+            "samples": 3,
+            "avg_temp_c": 76.66666666666667,
+            "p95_temp_c": 78.8,
+            "avg_power_w": 698.3166666666667,
+            "p95_power_w": 699.505,
+            "avg_graphics_clock_mhz": 1155,
+            "p95_graphics_clock_mhz": 1182,
+            "avg_memory_clock_mhz": 2619,
+            "p95_memory_clock_mhz": 2619,
+            "avg_usage_pct": 100,
+            "avg_mem_usage_pct": 71.33333333333333,
+            "clock_cv_pct": 2.1207703400720157,
+            "power_cv_pct": 0.14121311398533568,
+            "temp_cv_pct": 2.6801800012908594,
+            "clock_drift_pct": 0
+          },
+          "teraops_per_sec": 1417.5994524991488,
+          "weighted_teraops_per_sec": 354.3998631247872,
+          "ecc": {
+            "corrected": 0,
+            "uncorrected": 0
+          }
+        },
+        {
+          "precision": "fp16",
+          "status": "OK",
+          "steady": {
+            "duration_sec": 170.809433267,
+            "samples": 3,
+            "avg_temp_c": 80.33333333333333,
+            "p95_temp_c": 80.9,
+            "avg_power_w": 698.3166666666666,
+            "p95_power_w": 698.579,
+            "avg_graphics_clock_mhz": 1150,
+            "p95_graphics_clock_mhz": 1167,
+            "avg_memory_clock_mhz": 2619,
+            "p95_memory_clock_mhz": 2619,
+            "avg_usage_pct": 100,
+            "avg_mem_usage_pct": 76,
+            "clock_cv_pct": 1.2297509238026914,
+            "power_cv_pct": 0.033365917310299316,
+            "temp_cv_pct": 0.5868106067938154,
+            "clock_drift_pct": 0
+          },
+          "teraops_per_sec": 605.7576061293909,
+          "weighted_teraops_per_sec": 302.87880306469543,
+          "ecc": {
+            "corrected": 0,
+            "uncorrected": 0
+          }
+        },
+        {
+          "precision": "fp32",
+          "status": "OK",
+          "steady": {
+            "duration_sec": 234.458143018,
+            "samples": 2,
+            "avg_temp_c": 81,
+            "p95_temp_c": 81,
+            "avg_power_w": 699.075,
+            "p95_power_w": 699.3315,
+            "avg_graphics_clock_mhz": 1185,
+            "p95_graphics_clock_mhz": 1185,
+            "avg_memory_clock_mhz": 2619,
+            "p95_memory_clock_mhz": 2619,
+            "avg_usage_pct": 100,
+            "avg_mem_usage_pct": 100,
+            "clock_cv_pct": 0,
+            "power_cv_pct": 0.04076815792297321,
+            "temp_cv_pct": 0,
+            "clock_drift_pct": 0
+          },
+          "teraops_per_sec": 329.0028834816,
+          "weighted_teraops_per_sec": 329.0028834816,
+          "ecc": {
+            "corrected": 0,
+            "uncorrected": 0
+          }
+        }
+      ],
+      "cooldown": {
+        "duration_sec": 0,
+        "samples": 0,
+        "avg_temp_c": 0,
+        "p95_temp_c": 0,
+        "avg_power_w": 0,
+        "p95_power_w": 0,
+        "avg_graphics_clock_mhz": 0,
+        "p95_graphics_clock_mhz": 0,
+        "avg_memory_clock_mhz": 0,
+        "p95_memory_clock_mhz": 0,
+        "avg_usage_pct": 0,
+        "avg_mem_usage_pct": 0,
+        "clock_cv_pct": 0,
+        "power_cv_pct": 0,
+        "temp_cv_pct": 0,
+        "clock_drift_pct": 0
+      },
+      "throttle_counters": {
+        "sw_power_cap_us": 100016,
+        "sw_thermal_slowdown_us": 100016,
+        "sync_boost_us": 0,
+        "hw_thermal_slowdown_us": 0,
+        "hw_power_brake_slowdown_us": 0
+      },
+      "ecc": {
+        "corrected": 0,
+        "uncorrected": 0
+      },
+      "precision_results": [
+        {
+          "name": "fp16_tensor",
+          "category": "fp16_bf16",
+          "supported": true,
+          "lanes": 16,
+          "m": 10880,
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+          "k": 10880,
+          "iterations": 25760,
+          "teraops_per_sec": 221.17767359146666,
+          "weight": 0.5,
+          "weighted_teraops_per_sec": 110.58883679573333
+        },
+        {
+          "name": "fp32_tf32",
+          "category": "fp32_tf32",
+          "supported": true,
+          "lanes": 16,
+          "m": 7680,
+          "n": 7680,
+          "k": 7680,
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+          "teraops_per_sec": 77.7925951488,
+          "weight": 1,
+          "weighted_teraops_per_sec": 77.7925951488
+        },
+        {
+          "name": "fp64",
+          "category": "fp64",
+          "supported": false,
+          "weight": 2,
+          "notes": "benchmark_disabled"
+        },
+        {
+          "name": "fp8_e4m3",
+          "category": "fp8",
+          "supported": true,
+          "lanes": 16,
+          "m": 12544,
+          "n": 12544,
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+          "weight": 0.25,
+          "weighted_teraops_per_sec": 84.74278728389973
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+        {
+          "name": "fp8_e5m2",
+          "category": "fp8",
+          "supported": false,
+          "weight": 0.25,
+          "notes": "unsupported"
+        },
+        {
+          "name": "int8_tensor",
+          "category": "int8",
+          "supported": true,
+          "lanes": 16,
+          "m": 9728,
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+          "k": 9728,
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+          "weight": 0.25,
+          "weighted_teraops_per_sec": 39.52440075004587
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+      ],
+      "scores": {
+        "compute_score": 1367.3721922811767,
+        "synthetic_score": 1273.577606287633,
+        "mixed_score": 312.6486199784789,
+        "mixed_efficiency": 0.2454884715583389,
+        "power_sustain_score": 74.83848960808605,
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+        "thermal_throttle_pct": 0.013971341578371458,
+        "power_cap_throttle_pct": 0.013971341578371458,
+        "temp_headroom_c": 5,
+        "interconnect_score": 8.55,
+        "server_quality_score": 84.87301742025949,
+        "composite_score": 1367.3721922811767
+      },
+      "degradation_reasons": [
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+      ]
+    },
+    {
+      "index": 1,
+      "uuid": "GPU-30b320aa-c18f-6b25-d0ed-24aeb14f1fd3",
+      "name": "NVIDIA H100 80GB HBM3",
+      "bus_id": "00000000:5A:00.0",
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+      "compute_capability": "9.0",
+      "backend": "cublasLt",
+      "status": "OK",
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+        "hw_thermal_slowdown_us": 0,
+        "hw_power_brake_slowdown_us": 0
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+        "temp_headroom_c": 8,
+        "interconnect_score": 8.55,
+        "server_quality_score": 84.91431981178498,
+        "composite_score": 1361.7206900153822
+      },
+      "degradation_reasons": [
+        "low_sm_clock_vs_target"
+      ]
+    }
+  ],
+  "interconnect": {
+    "status": "OK",
+    "attempted": true,
+    "supported": true,
+    "selected_gpu_indices": [
+      0,
+      1,
+      2,
+      3
+    ],
+    "avg_algbw_gbps": 5.61,
+    "max_algbw_gbps": 5.7,
+    "avg_busbw_gbps": 8.415,
+    "max_busbw_gbps": 8.55
+  },
+  "server_power": {
+    "available": false,
+    "notes": [
+      "IPMI power reading unavailable; server-side power characterization skipped"
+    ]
+  }
+}
\ No newline at end of file
diff --git a/power/power-20260416-133649/result.json b/power/power-20260416-133649/result.json
new file mode 100644
index 0000000..8c94277
--- /dev/null
+++ b/power/power-20260416-133649/result.json
@@ -0,0 +1,143 @@
+{
+  "benchmark_version": "2",
+  "generated_at": "2026-04-16T13:36:50.097550616Z",
+  "hostname": "debian",
+  "server_model": "MLT-S06",
+  "benchmark_profile": "standard",
+  "selected_gpu_indices": [
+    0,
+    1,
+    2,
+    3
+  ],
+  "recommended_slot_order": [
+    2,
+    3,
+    1,
+    0
+  ],
+  "ramp_steps": [
+    {
+      "step_index": 1,
+      "gpu_indices": [
+        2
+      ],
+      "new_gpu_index": 2,
+      "new_gpu_stable_limit_w": 700,
+      "total_observed_power_w": 699.6875,
+      "avg_observed_power_w": 699.6875,
+      "status": "OK"
+    },
+    {
+      "step_index": 2,
+      "gpu_indices": [
+        2,
+        3
+      ],
+      "new_gpu_index": 3,
+      "new_gpu_stable_limit_w": 700,
+      "total_observed_power_w": 1399.7424999999998,
+      "avg_observed_power_w": 699.8712499999999,
+      "status": "OK"
+    },
+    {
+      "step_index": 3,
+      "gpu_indices": [
+        2,
+        3,
+        1
+      ],
+      "new_gpu_index": 1,
+      "new_gpu_stable_limit_w": 700,
+      "total_observed_power_w": 1997.168,
+      "avg_observed_power_w": 665.7226666666667,
+      "status": "PARTIAL",
+      "notes": [
+        "GPU 2 was re-derated from 700 W to 650 W under combined thermal load.",
+        "GPU 3 was re-derated from 700 W to 650 W under combined thermal load."
+      ]
+    },
+    {
+      "step_index": 4,
+      "gpu_indices": [
+        2,
+        3,
+        1,
+        0
+      ],
+      "new_gpu_index": 0,
+      "new_gpu_stable_limit_w": 700,
+      "total_observed_power_w": 2687.2,
+      "avg_observed_power_w": 671.8,
+      "status": "PARTIAL",
+      "notes": [
+        "GPU 1 was re-derated from 700 W to 690 W under combined thermal load."
+      ]
+    }
+  ],
+  "overall_status": "PARTIAL",
+  "platform_max_tdp_w": 2690,
+  "server_power": {
+    "available": true,
+    "idle_w": 647.3333333333334,
+    "loaded_w": 1364.7002314814815,
+    "delta_w": 717.3668981481482,
+    "gpu_reported_sum_w": 2690,
+    "reporting_ratio": 0.2666791442929919
+  },
+  "findings": [
+    "Recommended slot order for installation based on single-card targeted_power: 2,3,1,0.",
+    "GPU 2 required additional derating from 700 W (single-card) to 650 W under full-system thermal load.",
+    "GPU 3 required additional derating from 700 W (single-card) to 650 W under full-system thermal load.",
+    "GPU 1 required additional derating from 700 W (single-card) to 690 W under full-system thermal load."
+  ],
+  "gpus": [
+    {
+      "index": 2,
+      "name": "NVIDIA H100 80GB HBM3",
+      "bus_id": "00000000:C8:00.0",
+      "applied_power_limit_w": 700,
+      "stable_power_limit_w": 650,
+      "max_observed_power_w": 699.6875,
+      "max_observed_temp_c": 79,
+      "calibration_attempts": 1,
+      "derated": true,
+      "status": "OK"
+    },
+    {
+      "index": 3,
+      "name": "NVIDIA H100 80GB HBM3",
+      "bus_id": "00000000:D8:00.0",
+      "applied_power_limit_w": 700,
+      "stable_power_limit_w": 650,
+      "max_observed_power_w": 699.325,
+      "max_observed_temp_c": 76.5,
+      "calibration_attempts": 1,
+      "derated": true,
+      "status": "OK"
+    },
+    {
+      "index": 1,
+      "name": "NVIDIA H100 80GB HBM3",
+      "bus_id": "00000000:5A:00.0",
+      "applied_power_limit_w": 700,
+      "stable_power_limit_w": 690,
+      "max_observed_power_w": 698.948,
+      "max_observed_temp_c": 75.8,
+      "calibration_attempts": 1,
+      "derated": true,
+      "status": "OK"
+    },
+    {
+      "index": 0,
+      "name": "NVIDIA H100 80GB HBM3",
+      "bus_id": "00000000:49:00.0",
+      "applied_power_limit_w": 700,
+      "stable_power_limit_w": 700,
+      "max_observed_power_w": 698.496,
+      "max_observed_temp_c": 77,
+      "calibration_attempts": 1,
+      "status": "OK"
+    }
+  ]
+}
\ No newline at end of file