From 847f52f03b464d5534da7334eb43ee402cb3dc8b Mon Sep 17 00:00:00 2001
From: Gahow Wang <gahow.wang@gmail.com>
Date: Fri, 29 May 2026 18:19:23 +0800
Subject: [PATCH] PD-disagg crossover: regular synthetic trace + goodput sweep
 + figure

gen_synthetic_trace.py --mode regular: maximally-regular multi-turn trace
(fixed prefix/delta/turns, constant arrivals, zero session skew) to isolate
the structural PD cost (per-turn full-context transfer + P/D capacity split)
from the skew/hot-pin artifact.

analysis/crossover/: SLO-goodput PD_advantage sweeps bracketing the
prefill<->decode bottleneck axis (D1 grow input -> prefill-bound; D2 grow
output -> decode-bound). figs/crossover_pd_advantage.png shows the crossover
(y=1) with the agentic operating region annotated.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
---
 analysis/crossover/d1_i1024_goodput.json      | 142 ++++++++++++++++++
 analysis/crossover/d1_i16384_goodput.json     | 142 ++++++++++++++++++
 analysis/crossover/d1_i2048_goodput.json      | 142 ++++++++++++++++++
 analysis/crossover/d1_i32768_goodput.json     | 142 ++++++++++++++++++
 analysis/crossover/d1_i4096_goodput.json      | 142 ++++++++++++++++++
 analysis/crossover/d1_i8192_goodput.json      | 142 ++++++++++++++++++
 analysis/crossover/d2_o1024_goodput.json      | 121 +++++++++++++++
 analysis/crossover/d2_o128_goodput.json       | 121 +++++++++++++++
 analysis/crossover/d2_o2048_goodput.json      | 121 +++++++++++++++
 analysis/crossover/d2_o256_goodput.json       | 121 +++++++++++++++
 analysis/crossover/d2_o4096_goodput.json      | 121 +++++++++++++++
 analysis/crossover/d2_o512_goodput.json       | 121 +++++++++++++++
 analysis/crossover/d2_o64_goodput.json        | 121 +++++++++++++++
 figs/crossover_pd_advantage.png               | Bin 0 -> 173308 bytes
 microbench/fresh_setup/gen_synthetic_trace.py |  79 +++++++++-
 15 files changed, 1776 insertions(+), 2 deletions(-)
 create mode 100644 analysis/crossover/d1_i1024_goodput.json
 create mode 100644 analysis/crossover/d1_i16384_goodput.json
 create mode 100644 analysis/crossover/d1_i2048_goodput.json
 create mode 100644 analysis/crossover/d1_i32768_goodput.json
 create mode 100644 analysis/crossover/d1_i4096_goodput.json
 create mode 100644 analysis/crossover/d1_i8192_goodput.json
 create mode 100644 analysis/crossover/d2_o1024_goodput.json
 create mode 100644 analysis/crossover/d2_o128_goodput.json
 create mode 100644 analysis/crossover/d2_o2048_goodput.json
 create mode 100644 analysis/crossover/d2_o256_goodput.json
 create mode 100644 analysis/crossover/d2_o4096_goodput.json
 create mode 100644 analysis/crossover/d2_o512_goodput.json
 create mode 100644 analysis/crossover/d2_o64_goodput.json
 create mode 100644 figs/crossover_pd_advantage.png

diff --git a/analysis/crossover/d1_i1024_goodput.json b/analysis/crossover/d1_i1024_goodput.json
new file mode 100644
index 0000000..ccf1ed4
--- /dev/null
+++ b/analysis/crossover/d1_i1024_goodput.json
@@ -0,0 +1,142 @@
+{
+  "baseline": "8C-proxy",
+  "arms": {
+    "8C-proxy": {
+      "name": "8C-proxy",
+      "n_offered": 1167,
+      "n_success": 1167,
+      "completion_rate": 1.0,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 300.1385939740576,
+      "amplification": 1.0013425037685975,
+      "ttft": {
+        "count": 1167,
+        "mean": 0.08144469193556772,
+        "p50": 0.07862715201918036,
+        "p90": 0.08015060934703797,
+        "p99": 0.0875979653932154
+      },
+      "tpot": {
+        "count": 1167,
+        "mean": 0.005001699398049616,
+        "p50": 0.004988961030788246,
+        "p90": 0.005045765990923557,
+        "p99": 0.005062779263327164
+      },
+      "e2e": {
+        "count": 1167,
+        "mean": 0.3968209869372152,
+        "p50": 0.393534954986535,
+        "p90": 0.39730903680901974,
+        "p99": 0.40925762055674536
+      }
+    },
+    "4P+4D": {
+      "name": "4P+4D",
+      "n_offered": 1167,
+      "n_success": 1167,
+      "completion_rate": 1.0,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 300.1604231200181,
+      "amplification": 1.0014153316291596,
+      "ttft": {
+        "count": 1167,
+        "mean": 0.09946277569807849,
+        "p50": 0.09600010397844017,
+        "p90": 0.10452785079833121,
+        "p99": 0.11205230774357905
+      },
+      "tpot": {
+        "count": 1167,
+        "mean": 0.005007447102661814,
+        "p50": 0.004987124730611131,
+        "p90": 0.005003212126977151,
+        "p99": 0.005478902989961502
+      },
+      "e2e": {
+        "count": 1167,
+        "mean": 0.415208436744531,
+        "p50": 0.41056320699863136,
+        "p90": 0.4200975856045261,
+        "p99": 0.44871115096379066
+      }
+    },
+    "6P+2D": {
+      "name": "6P+2D",
+      "n_offered": 1167,
+      "n_success": 1167,
+      "completion_rate": 1.0,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 300.2032543020323,
+      "amplification": 1.0015582278907484,
+      "ttft": {
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+        "mean": 0.10561635944505095,
+        "p50": 0.10468761203810573,
+        "p90": 0.11257308297790587,
+        "p99": 0.12065987563692024
+      },
+      "tpot": {
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+        "mean": 0.005328901365752947,
+        "p50": 0.005144592110318915,
+        "p90": 0.005990574603515958,
+        "p99": 0.006688486758013448
+      },
+      "e2e": {
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+        "mean": 0.4416300980896939,
+        "p50": 0.42991435900330544,
+        "p90": 0.4854830394731835,
+        "p99": 0.5404117306252005
+      }
+    }
+  },
+  "slo_grid": [
+    {
+      "ttft_slo_s": 2.0,
+      "tpot_slo_s": 0.05,
+      "arms": {
+        "8C-proxy": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        },
+        "4P+4D": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        },
+        "6P+2D": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        }
+      }
+    },
+    {
+      "ttft_slo_s": 5.0,
+      "tpot_slo_s": 0.05,
+      "arms": {
+        "8C-proxy": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        },
+        "4P+4D": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        },
+        "6P+2D": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        }
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/analysis/crossover/d1_i16384_goodput.json b/analysis/crossover/d1_i16384_goodput.json
new file mode 100644
index 0000000..ce3467c
--- /dev/null
+++ b/analysis/crossover/d1_i16384_goodput.json
@@ -0,0 +1,142 @@
+{
+  "baseline": "8C-proxy",
+  "arms": {
+    "8C-proxy": {
+      "name": "8C-proxy",
+      "n_offered": 1167,
+      "n_success": 1167,
+      "completion_rate": 1.0,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 303.05708941399644,
+      "amplification": 1.0110793839624128,
+      "ttft": {
+        "count": 1167,
+        "mean": 1.674437926279444,
+        "p50": 1.5353219069947954,
+        "p90": 2.0787689138029237,
+        "p99": 3.039117059087727
+      },
+      "tpot": {
+        "count": 1167,
+        "mean": 0.035498316425319934,
+        "p50": 0.02951206674587743,
+        "p90": 0.085249871320677,
+        "p99": 0.15422643764865662
+      },
+      "e2e": {
+        "count": 1167,
+        "mean": 3.9111985703531236,
+        "p50": 3.392241114997887,
+        "p90": 7.760864628604043,
+        "p99": 11.30427318874542
+      }
+    },
+    "4P+4D": {
+      "name": "4P+4D",
+      "n_offered": 1167,
+      "n_success": 1136,
+      "completion_rate": 0.9734361610968295,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 866.9596620649972,
+      "amplification": 2.8924089607535697,
+      "ttft": {
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+        "mean": 65.09021699308856,
+        "p50": 66.22900710900285,
+        "p90": 112.5535424454938,
+        "p99": 124.55262411334482
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+      "tpot": {
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+        "mean": 0.005710658520121912,
+        "p50": 0.005725543936557461,
+        "p90": 0.005750613698356098,
+        "p99": 0.0058447879207267845
+      },
+      "e2e": {
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+        "mean": 65.4504681098121,
+        "p50": 66.59053339700768,
+        "p90": 112.9150809329949,
+        "p99": 124.91415351489852
+      }
+    },
+    "6P+2D": {
+      "name": "6P+2D",
+      "n_offered": 1167,
+      "n_success": 1167,
+      "completion_rate": 1.0,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 307.42712411200046,
+      "amplification": 1.0256589867656205,
+      "ttft": {
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+        "mean": 3.6233640342625417,
+        "p50": 3.255483777000336,
+        "p90": 6.0935156565916255,
+        "p99": 7.349482456580735
+      },
+      "tpot": {
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+        "p90": 0.007198417158741947,
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+        "mean": 4.024414356593621,
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+        "p90": 6.510242249601289,
+        "p99": 7.7530036393977895
+      }
+    }
+  },
+  "slo_grid": [
+    {
+      "ttft_slo_s": 2.0,
+      "tpot_slo_s": 0.05,
+      "arms": {
+        "8C-proxy": {
+          "attainment": 0.6563838903170522,
+          "pd_advantage": 1.0,
+          "n_slo": 766
+        },
+        "4P+4D": {
+          "attainment": 0.0,
+          "pd_advantage": 0.0,
+          "n_slo": 0
+        },
+        "6P+2D": {
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+          "pd_advantage": 0.3133159268929504,
+          "n_slo": 240
+        }
+      }
+    },
+    {
+      "ttft_slo_s": 5.0,
+      "tpot_slo_s": 0.05,
+      "arms": {
+        "8C-proxy": {
+          "attainment": 0.7095115681233933,
+          "pd_advantage": 1.0,
+          "n_slo": 828
+        },
+        "4P+4D": {
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+          "pd_advantage": 0.018115942028985508,
+          "n_slo": 15
+        },
+        "6P+2D": {
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+          "pd_advantage": 1.0917874396135265,
+          "n_slo": 904
+        }
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/analysis/crossover/d1_i2048_goodput.json b/analysis/crossover/d1_i2048_goodput.json
new file mode 100644
index 0000000..0c2c1c9
--- /dev/null
+++ b/analysis/crossover/d1_i2048_goodput.json
@@ -0,0 +1,142 @@
+{
+  "baseline": "8C-proxy",
+  "arms": {
+    "8C-proxy": {
+      "name": "8C-proxy",
+      "n_offered": 1167,
+      "n_success": 1167,
+      "completion_rate": 1.0,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 300.1927249849541,
+      "amplification": 1.0015230992770423,
+      "ttft": {
+        "count": 1167,
+        "mean": 0.1367582682356152,
+        "p50": 0.1337889520218596,
+        "p90": 0.13568343156948687,
+        "p99": 0.1417779766954481
+      },
+      "tpot": {
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+        "mean": 0.005039774583944486,
+        "p50": 0.005025791809968059,
+        "p90": 0.005088228446667984,
+        "p99": 0.0051380019550329985
+      },
+      "e2e": {
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+        "mean": 0.45452996390628697,
+        "p50": 0.45110413199290633,
+        "p90": 0.4555703255813569,
+        "p99": 0.4688122991356063
+      }
+    },
+    "4P+4D": {
+      "name": "4P+4D",
+      "n_offered": 1167,
+      "n_success": 1167,
+      "completion_rate": 1.0,
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+        "p90": 0.0050664691831029595,
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+        "p99": 0.5235905526624989
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+    },
+    "6P+2D": {
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+      "n_success": 1167,
+      "completion_rate": 1.0,
+      "offered_window_s": 299.736197,
+      "offered_qps": 3.8934236561358655,
+      "wall_clock_s": 300.2855537990108,
+      "amplification": 1.001832800991369,
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+        "p90": 0.17923957279417663,
+        "p99": 0.18792458378709853
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+        "mean": 0.005377765550956012,
+        "p50": 0.005177637602808693,
+        "p90": 0.006078562941697855,
+        "p99": 0.007001848420689976
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+        "p90": 0.5569328068522736,
+        "p99": 0.6314893902023319
+      }
+    }
+  },
+  "slo_grid": [
+    {
+      "ttft_slo_s": 2.0,
+      "tpot_slo_s": 0.05,
+      "arms": {
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+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        },
+        "4P+4D": {
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+        },
+        "6P+2D": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        }
+      }
+    },
+    {
+      "ttft_slo_s": 5.0,
+      "tpot_slo_s": 0.05,
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+        "4P+4D": {
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+          "n_slo": 1167
+        },
+        "6P+2D": {
+          "attainment": 1.0,
+          "pd_advantage": 1.0,
+          "n_slo": 1167
+        }
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/analysis/crossover/d1_i32768_goodput.json b/analysis/crossover/d1_i32768_goodput.json
new file mode 100644
index 0000000..6d1de88
--- /dev/null
+++ b/analysis/crossover/d1_i32768_goodput.json
@@ -0,0 +1,142 @@
+{
+  "baseline": "8C-proxy",
+  "arms": {
+    "8C-proxy": {
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+      "n_success": 951,
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+      "wall_clock_s": 567.1572082909988,
+      "amplification": 1.8921879104611408,
+      "ttft": {
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+        "mean": 156.08624654169503,
+        "p50": 159.80228465000982,
+        "p90": 263.44082942500245,
+        "p99": 267.3189407904938
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+        "p90": 0.5403215261268621,
+        "p99": 0.5436686666190138
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+        "mean": 188.3470215559188,
+        "p50": 192.9057134770119,
+        "p90": 294.68771972299146,
+        "p99": 300.2205298934932
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+        "p99": 381.620277955458
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+    },
+    "6P+2D": {
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+      "n_success": 712,
+      "completion_rate": 0.6101113967437874,
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+        "p90": 251.09661155799986,
+        "p99": 594.4257701966026
+      }
+    }
+  },
+  "slo_grid": [
+    {
+      "ttft_slo_s": 2.0,
+      "tpot_slo_s": 0.05,
+      "arms": {
+        "8C-proxy": {
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\ No newline at end of file
diff --git a/analysis/crossover/d1_i4096_goodput.json b/analysis/crossover/d1_i4096_goodput.json
new file mode 100644
index 0000000..cc68181
--- /dev/null
+++ b/analysis/crossover/d1_i4096_goodput.json
@@ -0,0 +1,142 @@
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\ No newline at end of file
diff --git a/analysis/crossover/d1_i8192_goodput.json b/analysis/crossover/d1_i8192_goodput.json
new file mode 100644
index 0000000..da5ccd9
--- /dev/null
+++ b/analysis/crossover/d1_i8192_goodput.json
@@ -0,0 +1,142 @@
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\ No newline at end of file
diff --git a/analysis/crossover/d2_o1024_goodput.json b/analysis/crossover/d2_o1024_goodput.json
new file mode 100644
index 0000000..040069b
--- /dev/null
+++ b/analysis/crossover/d2_o1024_goodput.json
@@ -0,0 +1,121 @@
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\ No newline at end of file
diff --git a/analysis/crossover/d2_o128_goodput.json b/analysis/crossover/d2_o128_goodput.json
new file mode 100644
index 0000000..cc0e8bf
--- /dev/null
+++ b/analysis/crossover/d2_o128_goodput.json
@@ -0,0 +1,121 @@
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\ No newline at end of file
diff --git a/analysis/crossover/d2_o2048_goodput.json b/analysis/crossover/d2_o2048_goodput.json
new file mode 100644
index 0000000..abaa2dd
--- /dev/null
+++ b/analysis/crossover/d2_o2048_goodput.json
@@ -0,0 +1,121 @@
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diff --git a/analysis/crossover/d2_o256_goodput.json b/analysis/crossover/d2_o256_goodput.json
new file mode 100644
index 0000000..cc9a3ce
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diff --git a/analysis/crossover/d2_o4096_goodput.json b/analysis/crossover/d2_o4096_goodput.json
new file mode 100644
index 0000000..8d3e366
--- /dev/null
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\ No newline at end of file
diff --git a/analysis/crossover/d2_o512_goodput.json b/analysis/crossover/d2_o512_goodput.json
new file mode 100644
index 0000000..f7cc822
--- /dev/null
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diff --git a/analysis/crossover/d2_o64_goodput.json b/analysis/crossover/d2_o64_goodput.json
new file mode 100644
index 0000000..b2b6558
--- /dev/null
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HcmV?d00001

diff --git a/microbench/fresh_setup/gen_synthetic_trace.py b/microbench/fresh_setup/gen_synthetic_trace.py
index ae8930e..e1b4d4b 100644
--- a/microbench/fresh_setup/gen_synthetic_trace.py
+++ b/microbench/fresh_setup/gen_synthetic_trace.py
@@ -161,11 +161,65 @@ def gen_multiturn(
     return rows
 
 
+def gen_regular(
+    *,
+    session_qps: float,
+    duration_s: float,
+    turns: int,
+    prefix_len: int,
+    delta_len: int,
+    output_len: int,
+    inter_turn_gap_s: float,
+    seed: int,
+) -> list[dict]:
+    """Maximally-regular multi-turn trace: every session identical, no skew.
+
+    Each session has a FIXED reused prefix of `prefix_len` tokens (its own,
+    established on turn 1) and every turn appends a FIXED `delta_len` of fresh
+    tokens. So per turn: input = prefix_len + delta_len (fixed), reuse ratio =
+    prefix_len/(prefix_len+delta_len) (fixed), actual new-prefill = delta_len
+    (fixed). Constant-interval session arrivals, fixed inter-turn gap, fixed
+    turn count -> zero session-size skew, so session-affinity cannot hot-pin.
+    This isolates the *structural* PD cost (per-turn full-context KV transfer +
+    P/D capacity split) from the skew/hot-pin artifact.
+    """
+    rows: list[dict] = []
+    next_hash = HASH_BASE
+    chat_id = 1
+    n_prefix = max(1, prefix_len // BLOCK_SIZE)
+    n_delta = max(1, delta_len // BLOCK_SIZE)
+    n_sessions = max(1, int(duration_s * session_qps))
+    for s in range(n_sessions):
+        start = s / session_qps
+        sid = f"r{s}"
+        prefix_blocks = list(range(next_hash, next_hash + n_prefix))
+        next_hash += n_prefix
+        prev = -1
+        for k in range(1, turns + 1):
+            delta_blocks = list(range(next_hash, next_hash + n_delta))
+            next_hash += n_delta
+            rows.append({
+                "chat_id": chat_id,
+                "parent_chat_id": prev,
+                "timestamp": round(start + (k - 1) * inter_turn_gap_s, 6),
+                "input_length": prefix_len + delta_len,
+                "output_length": output_len,
+                "type": "synthetic_regular",
+                "turn": k,
+                "hash_ids": prefix_blocks + delta_blocks,
+                "session_id": sid,
+            })
+            prev = chat_id
+            chat_id += 1
+    rows.sort(key=lambda r: r["timestamp"])
+    return rows
+
+
 def main() -> None:
     p = argparse.ArgumentParser(description=__doc__,
                                 formatter_class=argparse.RawDescriptionHelpFormatter)
     p.add_argument("--out", type=Path, required=True, help="output trace JSONL")
-    p.add_argument("--mode", choices=["vanilla", "multiturn"], default="vanilla")
+    p.add_argument("--mode", choices=["vanilla", "multiturn", "regular"], default="vanilla")
     p.add_argument("--qps", type=float, help="vanilla: mean Poisson request rate; "
                    "multiturn: mean Poisson SESSION rate")
     p.add_argument("--duration-s", type=float, default=600.0, help="trace span (s)")
@@ -182,7 +236,14 @@ def main() -> None:
     p.add_argument("--new-user-tokens", type=int, default=256,
                    help="multiturn: fresh user tokens added each subsequent turn")
     p.add_argument("--inter-turn-gap-s", type=float, default=1.6,
-                   help="multiturn: mean think-time between turns")
+                   help="multiturn: mean think-time; regular: FIXED think-time")
+    # regular knobs
+    p.add_argument("--prefix-len", type=int, default=16384,
+                   help="regular: per-session fixed reused prefix length")
+    p.add_argument("--delta-len", type=int, default=512,
+                   help="regular: fixed fresh new-prefill tokens per turn")
+    p.add_argument("--turns", type=int, default=8,
+                   help="regular: fixed turns per session")
     args = p.parse_args()
 
     if args.mode == "vanilla":
@@ -194,6 +255,20 @@ def main() -> None:
         cfg = {"mode": "vanilla", "qps": args.qps, "duration_s": args.duration_s,
                "input_len": args.input_len, "output_len": args.output_len,
                "seed": args.seed, "reuse": "none"}
+    elif args.mode == "regular":
+        assert args.qps, "regular needs --qps (session rate)"
+        rows = gen_regular(
+            session_qps=args.qps, duration_s=args.duration_s, turns=args.turns,
+            prefix_len=args.prefix_len, delta_len=args.delta_len,
+            output_len=args.output_len, inter_turn_gap_s=args.inter_turn_gap_s,
+            seed=args.seed,
+        )
+        cfg = {"mode": "regular", "session_qps": args.qps,
+               "duration_s": args.duration_s, "turns": args.turns,
+               "prefix_len": args.prefix_len, "delta_len": args.delta_len,
+               "output_len": args.output_len, "inter_turn_gap_s": args.inter_turn_gap_s,
+               "reuse_ratio": args.prefix_len / (args.prefix_len + args.delta_len),
+               "seed": args.seed, "reuse": "fixed-intra-session"}
     else:
         assert args.qps, "multiturn needs --qps (session rate)"
         rows = gen_multiturn(