Add multi-seed route simulation sweep

categories/sexual_poses.json

@@ -106,7 +106,7 @@
           "item_templates": [
             "{tease_act} in {position}, with {touch_detail}, {clothing_detail}, and {mood_detail}",
             "{position} featuring {tease_act}, {body_contact}, {touch_detail}, and {visibility}",
-            "hardcore foreplay setup: {tease_act}, {clothing_detail}, {face_detail}, and {body_contact}",
+            "hardcore foreplay setup with {tease_act}, {clothing_detail}, {face_detail}, and {body_contact}",
             "{tease_act} on {surface}, with {touch_detail}, {mood_detail}, and {visibility}",
             "{position} while {tease_act}, with {face_detail}, {clothing_detail}, and {touch_detail}"
           ],
@@ -230,7 +230,7 @@
             "{manual_act} in {position}, with {manual_detail}, {body_contact}, and {visibility}",
             "{position} featuring {manual_act}, {hand_detail}, {reaction_detail}, and {visibility}",
             "{manual_act} on {surface}, with {manual_detail}, {hand_detail}, and {reaction_detail}",
-            "manual stimulation setup: {position}, {manual_act}, {body_contact}, and {visibility}",
+            "manual stimulation setup with {position}, {manual_act}, {body_contact}, and {visibility}",
             "{position} while {manual_act}, with {hand_detail}, {manual_detail}, and {reaction_detail}"
           ],
           "item_axes": {
@@ -339,7 +339,7 @@
             "{worship_act} in {position}, with {touch_detail}, {face_detail}, and {visibility}",
             "{position} featuring {worship_act}, {body_contact}, {touch_detail}, and {reaction_detail}",
             "{worship_act} on {surface}, with {body_contact}, {face_detail}, and {visibility}",
-            "body worship setup: {position}, {worship_act}, {touch_detail}, and {reaction_detail}",
+            "body worship setup with {position}, {worship_act}, {touch_detail}, and {reaction_detail}",
             "{position} while {worship_act}, with {body_contact}, {face_detail}, and {visibility}"
           ],
           "item_axes": {
@@ -452,7 +452,7 @@
             "{transition_act} in {position}, with {clothing_detail}, {hand_detail}, and {visibility}",
             "{position} featuring {transition_act}, {body_contact}, {clothing_detail}, and {movement_detail}",
             "{transition_act} on {surface}, with {hand_detail}, {body_contact}, and {visibility}",
-            "position transition: {position}, {transition_act}, {movement_detail}, and {clothing_detail}",
+            "position transition with {position}, {transition_act}, {movement_detail}, and {clothing_detail}",
             "{position} while {transition_act}, with {hand_detail}, {body_contact}, and {visibility}"
           ],
           "item_axes": {
@@ -561,7 +561,7 @@
             "{control_act} in {position}, with {hand_detail}, {body_contact}, and {visibility}",
             "{position} featuring {control_act}, {power_detail}, {hand_detail}, and {reaction_detail}",
             "{control_act} on {surface}, with {body_contact}, {power_detail}, and {visibility}",
-            "consensual control setup: {position}, {control_act}, {hand_detail}, and {reaction_detail}",
+            "consensual control setup with {position}, {control_act}, {hand_detail}, and {reaction_detail}",
             "{position} while {control_act}, with {power_detail}, {body_contact}, and {visibility}"
           ],
           "item_axes": {
@@ -675,7 +675,7 @@
             "{performance_act} in {position}, with {presentation_detail}, {hand_detail}, and {visibility}",
             "{position} featuring {performance_act}, {camera_detail}, {presentation_detail}, and {reaction_detail}",
             "{performance_act} on {surface}, with {hand_detail}, {camera_detail}, and {visibility}",
-            "creator-performance setup: {position}, {performance_act}, {presentation_detail}, and {reaction_detail}",
+            "creator-performance setup with {position}, {performance_act}, {presentation_detail}, and {reaction_detail}",
             "{position} while {performance_act}, with {camera_detail}, {hand_detail}, and {visibility}"
           ],
           "item_axes": {
@@ -783,7 +783,7 @@
             "{coordination_act} with {arrangement}, {touch_detail}, {reaction_detail}, and {visibility}",
             "{arrangement} featuring {coordination_act}, {body_contact}, {watching_detail}, and {visibility}",
             "{coordination_act} on {surface}, with {touch_detail}, {watching_detail}, and {body_contact}",
-            "group coordination setup: {arrangement}, {coordination_act}, {watching_detail}, and {visibility}",
+            "group coordination setup with {arrangement}, {coordination_act}, {watching_detail}, and {visibility}",
             "{arrangement} while {coordination_act}, with {touch_detail}, {reaction_detail}, and {visibility}"
           ],
           "item_axes": {
@@ -889,7 +889,7 @@
             "{aftercare_act} in {position}, with {cleanup_detail}, {body_contact}, and {visibility}",
             "{position} featuring {aftercare_act}, {touch_detail}, {cleanup_detail}, and {reaction_detail}",
             "{aftercare_act} on {surface}, with {body_contact}, {touch_detail}, and {visibility}",
-            "post-sex aftermath setup: {position}, {aftercare_act}, {cleanup_detail}, and {reaction_detail}",
+            "post-sex aftermath setup with {position}, {aftercare_act}, {cleanup_detail}, and {reaction_detail}",
             "{position} while {aftercare_act}, with {touch_detail}, {body_contact}, and {visibility}"
           ],
           "item_axes": {
@@ -1178,7 +1178,7 @@
             "{oral_act} on {surface}, {hand_detail}, {mouth_detail}, and {climax_hint}",
             "{angle} view of {oral_act}, with {visibility}, {body_contact}, and {expression_detail}",
             "{position} while {oral_act}, with {saliva_detail}, {hand_detail}, and {climax_hint}",
-            "explicit mouth-to-genitals pose: {oral_act}, {mouth_detail}, {body_contact}, and {visibility}"
+            "explicit mouth-to-genitals pose with {oral_act}, {mouth_detail}, {body_contact}, and {visibility}"
           ],
           "item_axes": {
             "angle": [
@@ -1330,7 +1330,7 @@
             },
             "{position} featuring {outer_act}, {body_contact}, {texture_detail}, seen from a {angle} view",
             "{angle} view of {outer_act}, with {visibility}, {contact_detail}, and {expression_detail}",
-            "explicit non-penetrative sex pose: {outer_act}, {position}, {contact_detail}, and {visibility}",
+            "explicit non-penetrative sex pose with {outer_act}, {position}, {contact_detail}, and {visibility}",
             "{outer_act} on {surface}, with {hand_detail}, {body_contact}, and {texture_detail}",
             "{position} while {outer_act}, with {texture_detail}, {hand_detail}, and {visibility}"
           ],
@@ -1479,7 +1479,7 @@
             "{double_act} on {surface}, with {leg_detail}, {intensity}, and {climax_hint}",
             "{angle} view of {double_act}, {body_arrangement}, {mouth_detail}, and {visibility}",
             "{anal_act} with {thrust_detail}, {hand_detail}, {body_contact}, and {climax_hint}",
-            "explicit double-contact sex pose: {double_act}, {leg_detail}, {visibility}, and {intensity}"
+            "explicit double-contact sex pose with {double_act}, {leg_detail}, {visibility}, and {intensity}"
           ],
           "item_axes": {
             "anal_act": [
@@ -1698,7 +1698,7 @@
             "{threesome_act} with {body_arrangement}, {oral_detail}, {penetration_detail}, and {visibility}",
             "{body_arrangement} while {threesome_act}, with {hand_detail}, {mouth_detail}, and {climax_hint}",
             "{angle} threesome view featuring {threesome_act}, {body_contact}, {penetration_detail}, and {visibility}",
-            "hardcore threesome pose: {threesome_act}, {body_arrangement}, {oral_detail}, and {climax_hint}",
+            "hardcore threesome pose with {threesome_act}, {body_arrangement}, {oral_detail}, and {climax_hint}",
             "{threesome_act} on {surface}, with {hand_detail}, {body_contact}, and {visibility}",
             "{angle} view of {body_arrangement}, {penetration_detail}, {mouth_detail}, and {intensity}",
             "three-body explicit sex pose with {threesome_act}, {oral_detail}, {hand_detail}, and {visibility}",
@@ -1885,7 +1885,7 @@
             "{group_act} with {arrangement}, {contact_detail}, {fluid_detail}, and {visibility}",
             "{arrangement} featuring {group_act}, {oral_detail}, {penetration_detail}, and {intensity}",
             "{angle} group-sex view with {group_act}, {contact_detail}, {climax_detail}, and {visibility}",
-            "hardcore orgy pose: {arrangement}, {group_act}, {oral_detail}, and {fluid_detail}",
+            "hardcore orgy pose with {arrangement}, {group_act}, {oral_detail}, and {fluid_detail}",
             "{group_act} on {surface}, with {penetration_detail}, {contact_detail}, and {visibility}",
             "{angle} view of {arrangement}, {fluid_detail}, {intensity}, and {climax_detail}",
             "explicit adult group pile with {group_act}, {oral_detail}, {penetration_detail}, and {visibility}",

docs/prompt-architecture-improvement-plan.md

@@ -36,6 +36,9 @@ The map audit currently sees:
 - Insta/OF side-target training captions no longer prepend shared cast
   descriptors when the selected side row already emits its own cast prose, and
   route simulation flags repeated cast descriptors.
+- Route simulation now has an opt-in multi-seed sweep, and the smoke suite runs
+  a three-seed sweep so representative route/noise checks are not proven by one
+  lucky seed only.
 
 ## Architectural Finding
 

docs/prompt-pool-routing-map.md

@@ -1021,9 +1021,13 @@ issues for:
   scene, soft outfit, and composition axes stable;
 - pose-axis rerolls changing cast/scene metadata or failing to move pose/action
   metadata.
+- multi-seed route sweeps that repeat the same route/noise/seed checks across
+  spaced seeds to catch random-pool drift hidden by a single clean seed.
 
 Use `--json --include-prompts` when you need the exact raw and formatted text
-for debugging a route.
+for debugging a route. Use `--sweep-count 5 --seed-step 101` when changing pool
+selection, route terms, or formatter noise rules and you need more than one
+seed of evidence.
 
 ## Editing Cheatsheet
 

tools/prompt_map_audit.py

@@ -114,6 +114,10 @@ AUDIT_DOC_SNIPPETS: tuple[tuple[str, str], ...] = (
         "docs/prompt-pool-routing-map.md",
         "repeated cast descriptors in training-caption formatter output",
     ),
+    (
+        "docs/prompt-pool-routing-map.md",
+        "multi-seed route sweeps",
+    ),
 )
 
 PROMPT_ROW_READ_SCAN_GLOBS: tuple[str, ...] = (

tools/prompt_route_simulation.py

@@ -308,6 +308,7 @@ HARDCORE_ROUTE_CASES = (
         "subcategory": "Foreplay and teasing",
         "focus": "foreplay_only",
         "family": "foreplay",
+        "positions": ("undressing",),
         "expected_route": {"action_family": "foreplay", "position_family": "foreplay"},
         "expected_terms": {
             "krea": ("clothing",),
@@ -317,12 +318,13 @@ HARDCORE_ROUTE_CASES = (
     },
     {
         "name": "hardcore.single.interaction",
-        "subcategory": "Aftercare and cleanup",
+        "subcategory": "Clothing and position transitions",
         "focus": "interaction_only",
         "family": "interaction",
+        "positions": ("position_transition",),
         "expected_route": {"action_family": "foreplay", "position_family": "interaction"},
         "expected_terms": {
-            "krea": ("mid-transition",),
+            "krea": ("clothing",),
             "sdxl": ("interaction",),
             "caption": ("interaction beat",),
         },
@@ -332,9 +334,10 @@ HARDCORE_ROUTE_CASES = (
         "subcategory": "Anal and double penetration",
         "focus": "anal_only",
         "family": "anal",
+        "positions": ("doggy", "face_down_ass_up"),
         "expected_route": {"action_family": "anal", "position_family": "anal"},
         "expected_terms": {
-            "krea": ("anal",),
+            "krea": ("ass",),
             "sdxl": ("anal sex",),
             "caption": ("anal action",),
         },
@@ -853,7 +856,13 @@ def _regular_single_case(seed: int) -> dict[str, Any]:
     )
 
 
-def _hardcore_single_case(seed: int, subcategory: str, focus: str, family: str) -> dict[str, Any]:
+def _hardcore_single_case(
+    seed: int,
+    subcategory: str,
+    focus: str,
+    family: str,
+    positions: list[str] | tuple[str, ...] | str = (),
+) -> dict[str, Any]:
     women_count, men_count, character_cast = {
         "threesome": (1, 2, _character_cast_subjects(("woman", "man", "man"))),
         "group": (2, 2, _character_cast_subjects(("woman", "woman", "man", "man"))),
@@ -881,7 +890,7 @@ def _hardcore_single_case(seed: int, subcategory: str, focus: str, family: str)
         women_count=women_count,
         men_count=men_count,
         character_cast=character_cast,
-        hardcore_position_config=_position_filter(focus, family, []),
+        hardcore_position_config=_position_filter(focus, family, positions),
         location_config=_coworking_location_config(),
         camera_config=_orbit_camera(horizontal_angle=35, vertical_angle=0, zoom=6.5),
     )
@@ -1404,6 +1413,7 @@ def run_simulation(seed: int = 3901, *, include_prompts: bool = False) -> dict[s
             str(route_case["subcategory"]),
             str(route_case["focus"]),
             str(route_case["family"]),
+            route_case.get("positions") or (),
         )
         cases.append(
             _case_report(
@@ -1459,6 +1469,38 @@ def run_simulation(seed: int = 3901, *, include_prompts: bool = False) -> dict[s
     }
 
 
+def run_simulation_sweep(
+    seed: int = 3901,
+    *,
+    count: int = 3,
+    seed_step: int = 101,
+    include_prompts: bool = False,
+) -> dict[str, Any]:
+    count = max(1, int(count))
+    seed_step = int(seed_step)
+    seeds = [seed + index * seed_step for index in range(count)]
+    runs = [run_simulation(seed=current_seed, include_prompts=include_prompts) for current_seed in seeds]
+    issues: list[dict[str, Any]] = []
+    for run in runs:
+        run_seed = (run.get("summary") or {}).get("seed")
+        issues.extend({"seed": run_seed, **issue} for issue in run.get("issues") or [])
+    return {
+        "summary": {
+            "seed": seed,
+            "seed_step": seed_step,
+            "seeds": seeds,
+            "runs": len(runs),
+            "cases": sum((run.get("summary") or {}).get("cases", 0) for run in runs),
+            "coverage_checks": sum((run.get("summary") or {}).get("coverage_checks", 0) for run in runs),
+            "axis_checks": sum((run.get("summary") or {}).get("axis_checks", 0) for run in runs),
+            "pair_seed_checks": sum((run.get("summary") or {}).get("pair_seed_checks", 0) for run in runs),
+            "issues": len(issues),
+        },
+        "issues": issues,
+        "runs": runs,
+    }
+
+
 def _print_text_report(report: dict[str, Any]) -> None:
     summary = report.get("summary") or {}
     print(
@@ -1490,17 +1532,49 @@ def _print_text_report(report: dict[str, Any]) -> None:
             print(f"  ISSUE {issue}")
 
 
+def _print_sweep_report(report: dict[str, Any]) -> None:
+    summary = report.get("summary") or {}
+    seeds = ", ".join(str(seed) for seed in (summary.get("seeds") or []))
+    print(
+        f"Prompt route simulation sweep: seed={summary.get('seed')} "
+        f"seed_step={summary.get('seed_step')} runs={summary.get('runs')} "
+        f"seeds={seeds} cases={summary.get('cases')} coverage_checks={summary.get('coverage_checks')} "
+        f"axis_checks={summary.get('axis_checks')} pair_seed_checks={summary.get('pair_seed_checks')} "
+        f"issues={summary.get('issues')}"
+    )
+    for run in report.get("runs") or []:
+        run_summary = run.get("summary") or {}
+        print(
+            f"- seed {run_summary.get('seed')}: "
+            f"cases={run_summary.get('cases')} issues={run_summary.get('issues')}"
+        )
+        for issue in run.get("issues") or []:
+            print(f"  ISSUE {issue.get('case')}: {issue.get('issue')}")
+
+
 def main(argv: list[str] | None = None) -> int:
     parser = argparse.ArgumentParser(description=__doc__)
     parser.add_argument("--seed", type=int, default=3901, help="Base seed for deterministic simulations.")
+    parser.add_argument("--sweep-count", type=int, default=1, help="Run this many seed-spaced simulations.")
+    parser.add_argument("--seed-step", type=int, default=101, help="Seed increment used by --sweep-count.")
     parser.add_argument("--json", action="store_true", help="Print the full JSON report.")
     parser.add_argument("--include-prompts", action="store_true", help="Include raw and formatted prompt text in the report.")
     parser.add_argument("--fail-on-issues", action="store_true", help="Exit with code 1 when any issue is reported.")
     args = parser.parse_args(argv)
 
-    report = run_simulation(seed=args.seed, include_prompts=args.include_prompts)
+    if args.sweep_count > 1:
+        report = run_simulation_sweep(
+            seed=args.seed,
+            count=args.sweep_count,
+            seed_step=args.seed_step,
+            include_prompts=args.include_prompts,
+        )
+    else:
+        report = run_simulation(seed=args.seed, include_prompts=args.include_prompts)
     if args.json:
         print(json.dumps(report, ensure_ascii=True, indent=2, sort_keys=True))
+    elif args.sweep_count > 1:
+        _print_sweep_report(report)
     else:
         _print_text_report(report)
     return 1 if args.fail_on_issues and report.get("issues") else 0

tools/prompt_smoke.py

@@ -8025,6 +8025,12 @@ def smoke_prompt_route_simulation_policy() -> None:
         pair_seed_checks["pair_seed.pose_reroll"].get("changed") is True,
         "Pair pose reroll should prove hard action can reroll while soft/cast/scene axes stay locked",
     )
+    sweep = prompt_route_simulation.run_simulation_sweep(seed=3901, count=3, seed_step=101, include_prompts=False)
+    sweep_summary = sweep.get("summary") or {}
+    _expect(sweep_summary.get("runs") == 3, "Prompt route simulation sweep lost run coverage")
+    _expect(sweep_summary.get("seeds") == [3901, 4002, 4103], "Prompt route simulation sweep seed sequence changed")
+    _expect(sweep_summary.get("cases") == 42, "Prompt route simulation sweep case count changed")
+    _expect(sweep_summary.get("issues") == 0, f"Prompt route simulation sweep reported issues: {sweep.get('issues')}")
 
 
 def smoke_node_camera_registration() -> None: