From d006b7f5d5752c74c406e8900809ada1ea0d5d5e Mon Sep 17 00:00:00 2001
From: "renovate[bot]" <29139614+renovate[bot]@users.noreply.github.com>
Date: Mon, 31 Aug 2026 15:48:29 +0000
Subject: [PATCH 1/2] chore(deps): lock file maintenance

---
 uv.lock | 4453 ++++++++++++++++++++++++++++++-------------------------
 1 file changed, 2449 insertions(+), 2004 deletions(-)

diff --git a/uv.lock b/uv.lock
index 4079c28f..3ed66343 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3,7 +3,8 @@ revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.15'",
-    "python_full_version >= '3.13' and python_full_version < '3.15'",
+    "python_full_version == '3.14.*'",
+    "python_full_version == '3.13.*'",
     "python_full_version < '3.13'",
 ]
 
@@ -18,100 +19,124 @@ wheels = [
 
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 ]
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+    { name = "nvidia-cufft", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-nvjitlink", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
 cufile = [
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+    { name = "nvidia-cufile", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
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 ]
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+    { name = "nvidia-cublas", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-cusolver", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
+    { name = "nvidia-cusparse", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
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 ]
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+    { name = "nvidia-nvjitlink", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
 ]
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-    { name = "nvidia-cuda-nvrtc", marker = "sys_platform == 'linux' or sys_platform == 'win32'" },
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+    { name = "nvidia-nvtx", marker = "platform_machine == 'aarch64' or platform_machine == 'x86_64'" },
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From 13b4403fca180e988d6a68393ea9240778cf6826 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 31 Aug 2026 15:48:51 +0000
Subject: [PATCH 2/2] chore(pre-commit): auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
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 .../data/20-hfp1-summary-final.json           |  2 +-
 .../data/20-hfp1-summary.json                 |  2 +-
 ...d-activation-prestrain-replay-summary.json |  2 +-
 .../alpha-000/forward-summary.json            |  2 +-
 .../alpha-025/forward-summary.json            |  2 +-
 .../alpha-050/forward-summary.json            |  2 +-
 .../alpha-075/forward-summary.json            |  2 +-
 .../alpha-100/forward-summary.json            |  2 +-
 .../direct/alpha-100/forward-summary.json     |  2 +-
 ...-fixed-activation-prestrain-replay-plan.md | 20 +++----
 .../data/20-h0p1-summary-final.json           |  2 +-
 .../data/20-h0p1-summary.json                 |  2 +-
 .../data/20-h1p0-summary-final.json           |  2 +-
 .../data/20-h1p0-summary.json                 |  2 +-
 .../data/20-h1p1-summary-final.json           |  2 +-
 .../data/20-h1p1-summary.json                 |  2 +-
 ...-skin-prestrain-inverse-summary-final.json |  2 +-
 ...ective-skin-prestrain-inverse-summary.json |  2 +-
 .../inputs/30-cuboid-source-summary.json      |  2 +-
 .../src/10-lame-paraview.py                   |  8 +--
 .../src/10-lame-run.py                        | 27 +++++-----
 .../src/20-ablation-assets.py                 | 52 +++++++++----------
 .../src/20-ablation-render-paraview.py        | 17 +++---
 .../src/30-cuboid-build-assets.py             | 18 +++----
 196 files changed, 314 insertions(+), 298 deletions(-)

diff --git a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy-metrics.json b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy-metrics.json
index 18b901c7..39971bce 100644
--- a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy-metrics.json
+++ b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy-metrics.json
@@ -26,4 +26,4 @@
     "forward_best_objective": 1481.1424852869957,
     "finite_outputs": true
   }
-]
\ No newline at end of file
+]
diff --git a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy.json b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy.json
index c061b297..94d53e89 100644
--- a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy.json
+++ b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy.json
@@ -38,4 +38,4 @@
     "adjoint-relative-residual": "/home/liblaf/github/liblaf/apple/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy-metrics-adjoint-relative-residual.png",
     "inverse-grad-absolute": "/home/liblaf/github/liblaf/apple/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-easy-metrics-inverse-grad-absolute.png"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero-metrics.json b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero-metrics.json
index e3eae723..ed4812d4 100644
--- a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero-metrics.json
+++ b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero-metrics.json
@@ -404,4 +404,4 @@
     "forward_best_objective": 1485.5675728610533,
     "finite_outputs": true
   }
-]
\ No newline at end of file
+]
diff --git a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero.json b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero.json
index dc9f6ea0..2f7ccd93 100644
--- a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero.json
+++ b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero.json
@@ -43,4 +43,4 @@
     "adjoint-relative-residual": "/home/liblaf/github/liblaf/apple/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero-metrics-adjoint-relative-residual.png",
     "inverse-grad-absolute": "/home/liblaf/github/liblaf/apple/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean-zero-metrics-inverse-grad-absolute.png"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean.json b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean.json
index d95032cb..541e835f 100644
--- a/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean.json
+++ b/exp/2026/01/28/smas/data/31-inverse-smas46-muscle46-activation-stable-neo-hookean.json
@@ -88,4 +88,4 @@
       }
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/20-inverse-face-3152k-summary.json b/exp/2026/05/20/inverse-face/data/20-inverse-face-3152k-summary.json
index c7267141..48ca2367 100644
--- a/exp/2026/05/20/inverse-face/data/20-inverse-face-3152k-summary.json
+++ b/exp/2026/05/20/inverse-face/data/20-inverse-face-3152k-summary.json
@@ -136,4 +136,4 @@
   "repeated/forward_failure": false,
   "repeated/adjoint_failure": false,
   "passed": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/20-inverse-face-fresh-nu049-smas1-noclamp-super-loose-reg-summary.json b/exp/2026/05/20/inverse-face/data/20-inverse-face-fresh-nu049-smas1-noclamp-super-loose-reg-summary.json
index 7f2af930..5e39a8d4 100644
--- a/exp/2026/05/20/inverse-face/data/20-inverse-face-fresh-nu049-smas1-noclamp-super-loose-reg-summary.json
+++ b/exp/2026/05/20/inverse-face/data/20-inverse-face-fresh-nu049-smas1-noclamp-super-loose-reg-summary.json
@@ -16721,4 +16721,4 @@
   "repeated/forward_failure": false,
   "repeated/adjoint_failure": false,
   "passed": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/20-inverse-face-summary.json b/exp/2026/05/20/inverse-face/data/20-inverse-face-summary.json
index 31070dea..ebdafb62 100644
--- a/exp/2026/05/20/inverse-face/data/20-inverse-face-summary.json
+++ b/exp/2026/05/20/inverse-face/data/20-inverse-face-summary.json
@@ -125,4 +125,4 @@
   "repeated/forward_failure": false,
   "repeated/adjoint_failure": false,
   "passed": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/30-transfer-activation-3152k-summary.json b/exp/2026/05/20/inverse-face/data/30-transfer-activation-3152k-summary.json
index 112c021e..d07d13a7 100644
--- a/exp/2026/05/20/inverse-face/data/30-transfer-activation-3152k-summary.json
+++ b/exp/2026/05/20/inverse-face/data/30-transfer-activation-3152k-summary.json
@@ -57,4 +57,4 @@
   "forward/line_search_steps": 0,
   "forward/stagnation_count": 0,
   "time/forward_s": 16.038381466001738
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/31-transfer-activation-3152k-smas1-summary.json b/exp/2026/05/20/inverse-face/data/31-transfer-activation-3152k-smas1-summary.json
index 88e5908c..26b87edc 100644
--- a/exp/2026/05/20/inverse-face/data/31-transfer-activation-3152k-smas1-summary.json
+++ b/exp/2026/05/20/inverse-face/data/31-transfer-activation-3152k-smas1-summary.json
@@ -57,4 +57,4 @@
   "forward/line_search_steps": 0,
   "forward/stagnation_count": 0,
   "time/forward_s": 6.737611743999878
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/40-transfer-activation-515k-smas100-summary.json b/exp/2026/05/20/inverse-face/data/40-transfer-activation-515k-smas100-summary.json
index 8a94d6b9..ce007c5f 100644
--- a/exp/2026/05/20/inverse-face/data/40-transfer-activation-515k-smas100-summary.json
+++ b/exp/2026/05/20/inverse-face/data/40-transfer-activation-515k-smas100-summary.json
@@ -57,4 +57,4 @@
   "forward/line_search_steps": 0,
   "forward/stagnation_count": 0,
   "time/forward_s": 3.82475233200239
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/41-transfer-activation-515k-smas1-summary.json b/exp/2026/05/20/inverse-face/data/41-transfer-activation-515k-smas1-summary.json
index ca81a08e..b24ce90c 100644
--- a/exp/2026/05/20/inverse-face/data/41-transfer-activation-515k-smas1-summary.json
+++ b/exp/2026/05/20/inverse-face/data/41-transfer-activation-515k-smas1-summary.json
@@ -57,4 +57,4 @@
   "forward/line_search_steps": 0,
   "forward/stagnation_count": 0,
   "time/forward_s": 3.6330396700068377
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/42-transfer-activation-3152k-smas100-summary.json b/exp/2026/05/20/inverse-face/data/42-transfer-activation-3152k-smas100-summary.json
index 5bc1f920..a83e3f59 100644
--- a/exp/2026/05/20/inverse-face/data/42-transfer-activation-3152k-smas100-summary.json
+++ b/exp/2026/05/20/inverse-face/data/42-transfer-activation-3152k-smas100-summary.json
@@ -57,4 +57,4 @@
   "forward/line_search_steps": 0,
   "forward/stagnation_count": 0,
   "time/forward_s": 4.520490328024607
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/20/inverse-face/data/43-transfer-activation-3152k-smas1-summary.json b/exp/2026/05/20/inverse-face/data/43-transfer-activation-3152k-smas1-summary.json
index 40b9e0d5..0da3a73a 100644
--- a/exp/2026/05/20/inverse-face/data/43-transfer-activation-3152k-smas1-summary.json
+++ b/exp/2026/05/20/inverse-face/data/43-transfer-activation-3152k-smas1-summary.json
@@ -57,4 +57,4 @@
   "forward/line_search_steps": 0,
   "forward/stagnation_count": 0,
   "time/forward_s": 6.646797652996611
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-a087-summary.json b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-a087-summary.json
index 70a9d80f..4d107a99 100644
--- a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-a087-summary.json
+++ b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-a087-summary.json
@@ -56,4 +56,4 @@
   "IsLipBottom/target_rms": 0.3993310920970844,
   "IsLipBottom/target_max": 1.0284059764202034,
   "IsLipBottom/rms_ratio_to_target": 0.30975080437456287
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-rerun-summary.json b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-rerun-summary.json
index 2615451e..f9105a62 100644
--- a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-rerun-summary.json
+++ b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-rerun-summary.json
@@ -57,4 +57,4 @@
   "IsLipBottom/target_rms": 0.5516204314457805,
   "IsLipBottom/target_max": 1.2535219973603913,
   "IsLipBottom/rms_ratio_to_target": 0.27845097750790243
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-summary.json b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-summary.json
index a7ada2d1..2654f1d3 100644
--- a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-summary.json
+++ b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-expr001-smas100-summary.json
@@ -57,4 +57,4 @@
   "IsLipBottom/target_rms": 0.5516204314457805,
   "IsLipBottom/target_max": 1.2535219973603913,
   "IsLipBottom/rms_ratio_to_target": 0.2790818390528039
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-summary.json b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-summary.json
index 15b3211b..947ada67 100644
--- a/exp/2026/05/27/forward-face/data/20-forward-face-3152k-summary.json
+++ b/exp/2026/05/27/forward-face/data/20-forward-face-3152k-summary.json
@@ -56,4 +56,4 @@
   "IsLipBottom/target_rms": 0.3993310920970844,
   "IsLipBottom/target_max": 1.0284059764202034,
   "IsLipBottom/rms_ratio_to_target": 0.3094006908630162
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/20-forward-face-515k-nosmas-summary.json b/exp/2026/05/27/forward-face/data/20-forward-face-515k-nosmas-summary.json
index d74e2fae..3b99316a 100644
--- a/exp/2026/05/27/forward-face/data/20-forward-face-515k-nosmas-summary.json
+++ b/exp/2026/05/27/forward-face/data/20-forward-face-515k-nosmas-summary.json
@@ -57,4 +57,4 @@
   "IsLipBottom/target_rms": 0.42244197929946425,
   "IsLipBottom/target_max": 1.016519397545366,
   "IsLipBottom/rms_ratio_to_target": 0.12364134545496203
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-activation-only-summary.json b/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-activation-only-summary.json
index bacf42bc..56427115 100644
--- a/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-activation-only-summary.json
+++ b/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-activation-only-summary.json
@@ -145,4 +145,4 @@
   "activation_inv/error_rms": 2.3418743890439707e-07,
   "activation_inv/error_max_norm": 7.913257834049561e-07,
   "passed": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-diag-warm-state-summary.json b/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-diag-warm-state-summary.json
index 76c91a9c..c1145d9c 100644
--- a/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-diag-warm-state-summary.json
+++ b/exp/2026/05/27/forward-face/data/30-inverse-face-3152k-expr001-smas100-diag-warm-state-summary.json
@@ -399,4 +399,4 @@
   "activation_inv/error_rms": 0.0715948619403249,
   "activation_inv/error_max_norm": 0.17537109179907334,
   "passed": false
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/forward-face/data/30-inverse-face-515k-nosmas-summary.json b/exp/2026/05/27/forward-face/data/30-inverse-face-515k-nosmas-summary.json
index 5efd622a..a450b568 100644
--- a/exp/2026/05/27/forward-face/data/30-inverse-face-515k-nosmas-summary.json
+++ b/exp/2026/05/27/forward-face/data/30-inverse-face-515k-nosmas-summary.json
@@ -4974,4 +4974,4 @@
   "activation_inv/error_rms": 0.2491769718442089,
   "activation_inv/error_max_norm": 0.6141888156955176,
   "passed": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/05/27/inverse-face/data/20-inverse-face-3152k-summary.json b/exp/2026/05/27/inverse-face/data/20-inverse-face-3152k-summary.json
index 1bf0ccd1..e94a2b93 100644
--- a/exp/2026/05/27/inverse-face/data/20-inverse-face-3152k-summary.json
+++ b/exp/2026/05/27/inverse-face/data/20-inverse-face-3152k-summary.json
@@ -8190,4 +8190,4 @@
   "repeated/forward_failure": false,
   "repeated/adjoint_failure": false,
   "passed": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/human-face-inverse-activation/data/10-human-face-prepared-summary.json b/exp/2026/06/10/human-face-inverse-activation/data/10-human-face-prepared-summary.json
index 1a404af8..c468a14b 100644
--- a/exp/2026/06/10/human-face-inverse-activation/data/10-human-face-prepared-summary.json
+++ b/exp/2026/06/10/human-face-inverse-activation/data/10-human-face-prepared-summary.json
@@ -29,4 +29,4 @@
   "volume/fat": 0.0017507733994702207,
   "volume/muscle": 0.00039386254501003594,
   "volume/total": 0.0021975124039796358
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-cont1-d2e8-summary.json b/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-cont1-d2e8-summary.json
index 07729250..fc245aad 100644
--- a/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-cont1-d2e8-summary.json
+++ b/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-cont1-d2e8-summary.json
@@ -1323,4 +1323,4 @@
   "volume/fat": 0.0017507733994702207,
   "volume/muscle": 0.00039386254501003594,
   "volume/total": 0.0021975124039796358
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-summary.json b/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-summary.json
index 57392243..05e9a106 100644
--- a/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-summary.json
+++ b/exp/2026/06/10/human-face-inverse-activation/data/20-human-face-smile-lr03-summary.json
@@ -3008,4 +3008,4 @@
   "volume/fat": 0.0017507733994702207,
   "volume/muscle": 0.00039386254501003594,
   "volume/total": 0.0021975124039796358
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/human-face-inverse-activation/data/20-inverse-summary.json b/exp/2026/06/10/human-face-inverse-activation/data/20-inverse-summary.json
index a16d2cee..3c717843 100644
--- a/exp/2026/06/10/human-face-inverse-activation/data/20-inverse-summary.json
+++ b/exp/2026/06/10/human-face-inverse-activation/data/20-inverse-summary.json
@@ -1332,4 +1332,4 @@
   "inverse/lr": 0.3,
   "inverse/max_steps": 80,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/10-meshes/lr001/summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/10-meshes/lr001/summary.json
index 0ff07e2d..95d8c822 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/10-meshes/lr001/summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/10-meshes/lr001/summary.json
@@ -43,4 +43,4 @@
   "volume/fat": 0.13329921086861263,
   "volume/muscle": 0.0017756840189898041,
   "volume/total": 0.15316865449508538
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
index e9993d2e..be5226ba 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
@@ -1656,4 +1656,4 @@
   "volume/fat": 0.13329921086861263,
   "volume/muscle": 0.0017756840189898041,
   "volume/total": 0.15316865449508538
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/summary.json
index 7eec5b5f..a1466e0e 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/20-squash-lr001/skin-prestrain5/summary.json
@@ -1660,4 +1660,4 @@
       "volume/total": 0.15316865449508538
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
index b0337889..71623833 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
@@ -1656,4 +1656,4 @@
   "volume/fat": 0.13329921086861263,
   "volume/muscle": 0.0017756840189898041,
   "volume/total": 0.15316865449508538
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/summary.json
index 9fcac7d5..c2921c8f 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/21-squash-lr001/skin-prestrain5-lr1/summary.json
@@ -1660,4 +1660,4 @@
       "volume/total": 0.15316865449508538
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
index ed7641c5..d7e6d642 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain5-activation-per_tet-summary.json
@@ -1656,4 +1656,4 @@
   "volume/fat": 0.13329921086861263,
   "volume/muscle": 0.0017756840189898041,
   "volume/total": 0.15316865449508538
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/summary.json
index 4dfcb125..6b487751 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/22-squash-lr001/skin-e005-prestrain5-lr02/summary.json
@@ -1660,4 +1660,4 @@
       "volume/total": 0.15316865449508538
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index 284e335b..b8c41c59 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -1656,4 +1656,4 @@
   "volume/fat": 0.13329921086861263,
   "volume/muscle": 0.0017756840189898041,
   "volume/total": 0.15316865449508538
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/summary.json b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/summary.json
index 8ed5053d..9c13ffe9 100644
--- a/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/summary.json
+++ b/exp/2026/06/10/unreachable-toy-parabolic-skin-tetwild/data/23-squash-lr001/skin-e020-prestrain10-lr02/summary.json
@@ -1660,4 +1660,4 @@
       "volume/total": 0.15316865449508538
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr0005/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr0005/summary.json
index acf47e3f..f8b32d9a 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr0005/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr0005/summary.json
@@ -26,4 +26,4 @@
   "volume/fat": 0.0799493036484506,
   "volume/muscle": 0.002002171921340503,
   "volume/total": 0.09997023902706675
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr001/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr001/summary.json
index 476b7317..5e4739a8 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr001/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/10-meshes/lr001/summary.json
@@ -26,4 +26,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/20-toy-tetwild-squash-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/20-toy-tetwild-squash-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json
index b8ab3b13..0c0df1b3 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/20-toy-tetwild-squash-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/20-toy-tetwild-squash-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json
@@ -883,4 +883,4 @@
   "volume/fat": 0.0799493036484506,
   "volume/muscle": 0.002002171921340503,
   "volume/total": 0.09997023902706675
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/summary.json
index 3fd7d883..6834cccf 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/baseline/summary.json
@@ -887,4 +887,4 @@
       "volume/total": 0.09997023902706675
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/20-toy-tetwild-squash-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/20-toy-tetwild-squash-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json
index a8db97b5..db6213d4 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/20-toy-tetwild-squash-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/20-toy-tetwild-squash-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -883,4 +883,4 @@
   "volume/fat": 0.0799493036484506,
   "volume/muscle": 0.002002171921340503,
   "volume/total": 0.09997023902706675
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/summary.json
index 812eb49d..442f13e5 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin-prestrain/summary.json
@@ -887,4 +887,4 @@
       "volume/total": 0.09997023902706675
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/20-toy-tetwild-squash-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/20-toy-tetwild-squash-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json
index 4e7f1a55..68e19222 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/20-toy-tetwild-squash-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/20-toy-tetwild-squash-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json
@@ -883,4 +883,4 @@
   "volume/fat": 0.0799493036484506,
   "volume/muscle": 0.002002171921340503,
   "volume/total": 0.09997023902706675
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/summary.json
index ab1212bb..2d0a65a0 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/skin/summary.json
@@ -887,4 +887,4 @@
       "volume/total": 0.09997023902706675
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/summary.json
index 90965046..e6961143 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr0005/summary.json
@@ -2673,4 +2673,4 @@
   "mode": "squash",
   "observed/n_cases": 3,
   "observed/n_expected_cases": 3
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/20-toy-tetwild-squash-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/20-toy-tetwild-squash-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json
index 4e6f6a74..5e2ecc03 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/20-toy-tetwild-squash-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/20-toy-tetwild-squash-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json
@@ -957,4 +957,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/summary.json
index 381f77ea..de764928 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/baseline/summary.json
@@ -961,4 +961,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index 1ae108cc..5d65906f 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -883,4 +883,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/summary.json
index 3449c388..0277f1bf 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin-prestrain/summary.json
@@ -887,4 +887,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/20-toy-tetwild-squash-lr001-l2-skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/20-toy-tetwild-squash-lr001-l2-skin-prestrain0-activation-per_tet-summary.json
index e3d28be8..eec971a8 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/20-toy-tetwild-squash-lr001-l2-skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/20-toy-tetwild-squash-lr001-l2-skin-prestrain0-activation-per_tet-summary.json
@@ -957,4 +957,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/summary.json
index 68f130c3..8fe9ea4b 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/skin/summary.json
@@ -961,4 +961,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/summary.json
index 58c4b311..8d254229 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-squash-lr001/summary.json
@@ -2821,4 +2821,4 @@
   "mode": "squash",
   "observed/n_cases": 3,
   "observed/n_expected_cases": 3
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/20-toy-tetwild-stretch-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/20-toy-tetwild-stretch-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json
index 96a32cce..d8e06650 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/20-toy-tetwild-stretch-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/20-toy-tetwild-stretch-lr0005-l2-no_skin-prestrain0-activation-per_tet-summary.json
@@ -2955,4 +2955,4 @@
   "volume/fat": 0.0799493036484506,
   "volume/muscle": 0.002002171921340503,
   "volume/total": 0.09997023902706675
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/summary.json
index a67e28a3..00f77486 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/baseline/summary.json
@@ -2959,4 +2959,4 @@
       "volume/total": 0.09997023902706675
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json
index aaa553c1..09044e6f 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -3066,4 +3066,4 @@
   "volume/fat": 0.0799493036484506,
   "volume/muscle": 0.002002171921340503,
   "volume/total": 0.09997023902706675
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/summary.json
index ea16346b..4544cef3 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin-prestrain/summary.json
@@ -3070,4 +3070,4 @@
       "volume/total": 0.09997023902706675
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json
index 2e7dc3c1..28e5a26f 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/20-toy-tetwild-stretch-lr0005-l2-skin-prestrain0-activation-per_tet-summary.json
@@ -2955,4 +2955,4 @@
   "volume/fat": 0.0799493036484506,
   "volume/muscle": 0.002002171921340503,
   "volume/total": 0.09997023902706675
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/summary.json
index bb155149..f22231fc 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/skin/summary.json
@@ -2959,4 +2959,4 @@
       "volume/total": 0.09997023902706675
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/summary.json
index db9aef9d..818f60a8 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr0005/summary.json
@@ -9000,4 +9000,4 @@
   "mode": "stretch",
   "observed/n_cases": 3,
   "observed/n_expected_cases": 3
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/20-toy-tetwild-stretch-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/20-toy-tetwild-stretch-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json
index 21e8b8e4..40a24cc0 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/20-toy-tetwild-stretch-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/20-toy-tetwild-stretch-lr001-l2-no_skin-prestrain0-activation-per_tet-summary.json
@@ -1993,4 +1993,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/summary.json
index 071d6d84..c65c5832 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/baseline/summary.json
@@ -1997,4 +1997,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/20-toy-tetwild-stretch-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/20-toy-tetwild-stretch-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index e6bab765..89abcb45 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/20-toy-tetwild-stretch-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/20-toy-tetwild-stretch-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -2030,4 +2030,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/summary.json
index d03c7421..baa8013a 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin-prestrain/summary.json
@@ -2034,4 +2034,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/20-toy-tetwild-stretch-lr001-l2-skin-prestrain0-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/20-toy-tetwild-stretch-lr001-l2-skin-prestrain0-activation-per_tet-summary.json
index 46b27ab6..1efb9c3a 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/20-toy-tetwild-stretch-lr001-l2-skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/20-toy-tetwild-stretch-lr001-l2-skin-prestrain0-activation-per_tet-summary.json
@@ -2141,4 +2141,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/summary.json
index b6c6adef..120c32a2 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/skin/summary.json
@@ -2145,4 +2145,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/summary.json
index c586b860..e07617d2 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/20-stretch-lr001/summary.json
@@ -6188,4 +6188,4 @@
   "mode": "stretch",
   "observed/n_cases": 3,
   "observed/n_expected_cases": 3
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index a9c2958a..47fcb5fa 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -4625,4 +4625,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/summary.json
index 365a46e4..d5dd3bc9 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/21-squash-tuning-lr001/prestrain-lr1-steps120/summary.json
@@ -4629,4 +4629,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index a5acd881..9e06ead1 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -1636,4 +1636,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/summary.json
index 87c358be..5222ff66 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e005_p02/summary.json
@@ -1640,4 +1640,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index 15f05561..e6e81eca 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -1636,4 +1636,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/summary.json
index 1ef42773..0e2e34cd 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e010_p02/summary.json
@@ -1640,4 +1640,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index 4eb2aded..f846e022 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -1636,4 +1636,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/summary.json
index e61e0462..1ccc2d83 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p00/summary.json
@@ -1640,4 +1640,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index d83947bc..2c8fe485 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -1636,4 +1636,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/summary.json
index 6386931e..dee5a31c 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p02/summary.json
@@ -1640,4 +1640,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index aae0fcdc..ab663e2e 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -1636,4 +1636,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/summary.json
index f33b337a..38ff646c 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/22-skin-param-sweep-lr001/e020_p05/summary.json
@@ -1640,4 +1640,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
index a21344c9..f9d099b2 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/20-toy-tetwild-squash-lr001-l2-skin-prestrain10-activation-per_tet-summary.json
@@ -4626,4 +4626,4 @@
   "volume/fat": 0.0795857757649098,
   "volume/muscle": 0.0020367889498087207,
   "volume/total": 0.10000234115417504
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/summary.json b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/summary.json
index 4881733f..822b8a9a 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/summary.json
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/data/23-skin-param-confirm-lr001/e020_p05_lr05/summary.json
@@ -4630,4 +4630,4 @@
       "volume/total": 0.10000234115417504
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/10/unreachable-toy-skin-tetwild/src/_toy_skin_tetwild.py b/exp/2026/06/10/unreachable-toy-skin-tetwild/src/_toy_skin_tetwild.py
index 3b854f18..06efbc6e 100644
--- a/exp/2026/06/10/unreachable-toy-skin-tetwild/src/_toy_skin_tetwild.py
+++ b/exp/2026/06/10/unreachable-toy-skin-tetwild/src/_toy_skin_tetwild.py
@@ -213,7 +213,9 @@ def label_percent(value: float) -> str:
 def case_output_stem(case: ToyCase, cfg: InverseConfig) -> str:
     stem = case.stem
     if case.variant.skin_energy and case.variant.skin_prestrain:
-        stem = stem.replace("prestrain10", f"prestrain{label_percent(cfg.skin_prestrain)}")
+        stem = stem.replace(
+            "prestrain10", f"prestrain{label_percent(cfg.skin_prestrain)}"
+        )
     return stem
 
 
@@ -338,12 +340,16 @@ def mesh_geometry_kind(mesh: pv.DataSet) -> str:
     return field_string(mesh, GEOMETRY_KIND, "box")
 
 
-def mesh_muscle_bounds(mesh: pv.DataSet) -> tuple[float, float, float, float, float, float]:
+def mesh_muscle_bounds(
+    mesh: pv.DataSet,
+) -> tuple[float, float, float, float, float, float]:
     if MUSCLE_BOUNDS_FIELD not in mesh.field_data:
         if mesh_geometry_kind(mesh) == "parabolic":
             return PARABOLIC_MUSCLE_BOUNDS
         return MUSCLE_BOUNDS
-    values = tuple(float(x) for x in np.asarray(mesh.field_data[MUSCLE_BOUNDS_FIELD]).ravel())
+    values = tuple(
+        float(x) for x in np.asarray(mesh.field_data[MUSCLE_BOUNDS_FIELD]).ravel()
+    )
     if len(values) != 6:
         msg = f"{MUSCLE_BOUNDS_FIELD} must contain 6 values, got {len(values)}"
         raise ValueError(msg)
@@ -523,9 +529,7 @@ def make_tetwild_mesh(
     mesh.field_data[GEOMETRY_KIND] = np.asarray([geometry])
     if geometry == "parabolic":
         mesh.field_data[MUSCLE_BOUNDS_FIELD] = np.asarray(PARABOLIC_MUSCLE_BOUNDS)
-        mesh.field_data[PARABOLIC_RIM_HEIGHT_FIELD] = np.asarray(
-            [parabolic_rim_height]
-        )
+        mesh.field_data[PARABOLIC_RIM_HEIGHT_FIELD] = np.asarray([parabolic_rim_height])
         mesh.field_data[PARABOLIC_REST_AMPLITUDE_FIELD] = np.asarray(
             [parabolic_rest_amplitude]
         )
@@ -1616,9 +1620,7 @@ def solve_case(  # noqa: PLR0915
                     f"{stem}/loss": row["loss/total"],
                     f"{stem}/data_loss": row["loss/data"],
                     f"{stem}/laplacian_loss": row["loss/residual_laplacian"],
-                    f"{stem}/activation_smooth_loss": row[
-                        "loss/activation_smooth"
-                    ],
+                    f"{stem}/activation_smooth_loss": row["loss/activation_smooth"],
                     f"{stem}/error_rms": row["target/error_rms"],
                     f"{stem}/error_max": row["target/error_max"],
                     f"{stem}/activation_inv_rms": row["activation_inv/rms"],
@@ -1850,7 +1852,9 @@ def write_table(path: Path, rows: list[dict[str, Any]]) -> None:
                     format_float(row["best/error_rms_fraction_of_target"]),
                     format_float(row["bumpiness/top_y_mean"]),
                     format_float(row["bumpiness/top_y_std"]),
-                    format_float(row.get("surface/top_area_target_over_rest", math.nan)),
+                    format_float(
+                        row.get("surface/top_area_target_over_rest", math.nan)
+                    ),
                     format_float(
                         row.get("surface/top_area_deformed_over_rest", math.nan)
                     ),
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/10-human-face-prepared-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/10-human-face-prepared-summary.json
index c32ec52b..20a67cda 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/10-human-face-prepared-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/10-human-face-prepared-summary.json
@@ -39,4 +39,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-no-skin-lr03-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-no-skin-lr03-summary.json
index ca8d2f3e..24b40586 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-no-skin-lr03-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-no-skin-lr03-summary.json
@@ -3163,4 +3163,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-skin-pre0pct-lr03-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-skin-pre0pct-lr03-summary.json
index 5264daa8..6cc0a66b 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-skin-pre0pct-lr03-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/20-human-face-smile-skin-pre0pct-lr03-summary.json
@@ -859,4 +859,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/20-inverse-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/20-inverse-summary.json
index 9e73d939..9abdb0ce 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/20-inverse-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/20-inverse-summary.json
@@ -4035,4 +4035,4 @@
   "inverse/lr": 0.03,
   "note": "Combined from converged skin and no-skin case summaries; per-case inverse/max_steps fields are authoritative.",
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/30-lips-corners-down-volume-prestrain-rest-recovery-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/30-lips-corners-down-volume-prestrain-rest-recovery-summary.json
index e905e225..dce0f141 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/30-lips-corners-down-volume-prestrain-rest-recovery-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/30-lips-corners-down-volume-prestrain-rest-recovery-summary.json
@@ -148,4 +148,4 @@
   "volume/stretch/min": 0.003117728317294988,
   "volume/stretch/rms": 1.0001621789314339,
   "volume/stretch_eigenvalues_clipped": 0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/30-volume-prestrain-rest-recovery-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/30-volume-prestrain-rest-recovery-summary.json
index 6de55009..53193843 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/30-volume-prestrain-rest-recovery-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/30-volume-prestrain-rest-recovery-summary.json
@@ -105,4 +105,4 @@
   "volume/stretch/min": 0.0031350666581729737,
   "volume/stretch/rms": 1.0013908295118106,
   "volume/stretch_eigenvalues_clipped": 0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/31-uniform-5pct-isface-volume-prestrain-rest-recovery-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/31-uniform-5pct-isface-volume-prestrain-rest-recovery-summary.json
index 6ef78f9b..b8640ca6 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/31-uniform-5pct-isface-volume-prestrain-rest-recovery-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/31-uniform-5pct-isface-volume-prestrain-rest-recovery-summary.json
@@ -155,4 +155,4 @@
   "volume/stretch/min": 0.01717198636900026,
   "volume/stretch/rms": 1.005707476857779,
   "volume/stretch_eigenvalues_clipped": 0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/32-uniform-5pct-isface-boundary-pullback-rest-recovery-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/32-uniform-5pct-isface-boundary-pullback-rest-recovery-summary.json
index 2b0d2255..8c5aa06f 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/32-uniform-5pct-isface-boundary-pullback-rest-recovery-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/32-uniform-5pct-isface-boundary-pullback-rest-recovery-summary.json
@@ -181,4 +181,4 @@
   "volume/estimated_activation_inv/norm/rms": 2.665322599234553,
   "volume/estimation_mode": "boundary-pullback",
   "volume/implied_prestrain_source": "polar_stretch_of_boundary_pullback_deformation"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/35-expression-area-probe.json b/exp/2026/06/17/human-face-skin-prestrain/data/35-expression-area-probe.json
index 3c75d795..0699a697 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/35-expression-area-probe.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/35-expression-area-probe.json
@@ -919,4 +919,4 @@
       "score": 1.3081459519902876
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/36-lips-corners-down-area-change-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/36-lips-corners-down-area-change-summary.json
index 2b2df5bf..96eb0b76 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/36-lips-corners-down-area-change-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/36-lips-corners-down-area-change-summary.json
@@ -20,4 +20,4 @@
   "frac_abs_log_gt_2x": 0.0009699321047526673,
   "frac_stretch_gt_10pct": 0.0661226127964146,
   "frac_shrink_gt_10pct": 0.03959998662162614
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/37-lips-corners-down-skin-prestrain-forward-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/37-lips-corners-down-skin-prestrain-forward-summary.json
index 74193d24..9ac0ce5d 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/37-lips-corners-down-skin-prestrain-forward-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/37-lips-corners-down-skin-prestrain-forward-summary.json
@@ -85,4 +85,4 @@
   "target/loss_points": 15302,
   "target/name": "LipsCornersDown",
   "volume/prestrain": "zero"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/38-expression000-smile-area-change-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/38-expression000-smile-area-change-summary.json
index 306f17b6..f5d5d3b5 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/38-expression000-smile-area-change-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/38-expression000-smile-area-change-summary.json
@@ -105,4 +105,4 @@
       "area_isface_frac_shrink_gt_10pct": 0.1279641459580588
     }
   ]
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/39-smile-isface-area-prestrain-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/39-smile-isface-area-prestrain-summary.json
index 189829e1..81c820e8 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/39-smile-isface-area-prestrain-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/39-smile-isface-area-prestrain-summary.json
@@ -54,4 +54,4 @@
     "mean": 0.04938135520810551,
     "rms": 0.08887072925055116
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/data/41-smile-shrink-volume-prestrain-rest-recovery-summary.json b/exp/2026/06/17/human-face-skin-prestrain/data/41-smile-shrink-volume-prestrain-rest-recovery-summary.json
index a244fccf..b43c979e 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/data/41-smile-shrink-volume-prestrain-rest-recovery-summary.json
+++ b/exp/2026/06/17/human-face-skin-prestrain/data/41-smile-shrink-volume-prestrain-rest-recovery-summary.json
@@ -158,4 +158,4 @@
   "volume/stretch/min": 0.03709357066459659,
   "volume/stretch/rms": 1.003418136784782,
   "volume/stretch_eigenvalues_clipped": 0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-skin-prestrain/src/35-probe-expression-area-change.py b/exp/2026/06/17/human-face-skin-prestrain/src/35-probe-expression-area-change.py
index 311a55d7..b8ac21b9 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/src/35-probe-expression-area-change.py
+++ b/exp/2026/06/17/human-face-skin-prestrain/src/35-probe-expression-area-change.py
@@ -62,7 +62,11 @@ def expression_names(mesh: pv.UnstructuredGrid) -> list[str]:
         values = np.asarray(mesh.point_data[name])
         if name in non_expr:
             continue
-        if values.ndim == 2 and values.shape[1] == 3 and np.issubdtype(values.dtype, np.floating):
+        if (
+            values.ndim == 2
+            and values.shape[1] == 3
+            and np.issubdtype(values.dtype, np.floating)
+        ):
             names.append(name)
     return names
 
@@ -102,7 +106,9 @@ def probe_expression(
     target_area = triangle_areas(np.asarray(surface.points) + surface_disp, faces)
     ratio = target_area[valid] / rest_area[valid]
     log_ratio = np.log(np.maximum(ratio, np.finfo(np.float64).tiny))
-    area_quantiles = np.quantile(ratio, [0, 0.001, 0.01, 0.05, 0.5, 0.95, 0.99, 0.999, 1])
+    area_quantiles = np.quantile(
+        ratio, [0, 0.001, 0.01, 0.05, 0.5, 0.95, 0.99, 0.999, 1]
+    )
 
     is_face = np.asarray(mesh.point_data[IS_FACE], dtype=bool)
     point_mask = is_face & point_finite
@@ -111,7 +117,9 @@ def probe_expression(
         "name": name,
         "jaw_filtered": jaw_like_expression(name),
         "n_isface_triangles": int(valid.sum()),
-        "disp_rms": float(np.linalg.norm(disp[point_mask]) / math.sqrt(max(1, int(point_mask.sum())))),
+        "disp_rms": float(
+            np.linalg.norm(disp[point_mask]) / math.sqrt(max(1, int(point_mask.sum())))
+        ),
         "disp_mean": float(disp_norm.mean()),
         "disp_max": float(disp_norm.max()),
         "area_total_ratio": float(target_area[valid].sum() / rest_area[valid].sum()),
@@ -273,7 +281,9 @@ def run_probe(cfg: ProbeConfig) -> dict[str, Any]:
     face_point_mask = np.asarray(mesh.point_data[IS_FACE], dtype=bool)[original_ids]
     valid_cells = np.all(face_point_mask[faces], axis=1) & (rest_area > 0.0)
     rows = [
-        probe_expression(mesh, surface, faces, original_ids, rest_area, valid_cells, name)
+        probe_expression(
+            mesh, surface, faces, original_ids, rest_area, valid_cells, name
+        )
         for name in expression_names(mesh)
     ]
     rows = sorted(rows, key=lambda row: (row["jaw_filtered"], row["score"]))
diff --git a/exp/2026/06/17/human-face-skin-prestrain/src/37-forward-expression-skin-prestrain.py b/exp/2026/06/17/human-face-skin-prestrain/src/37-forward-expression-skin-prestrain.py
index 66357086..498f74c7 100644
--- a/exp/2026/06/17/human-face-skin-prestrain/src/37-forward-expression-skin-prestrain.py
+++ b/exp/2026/06/17/human-face-skin-prestrain/src/37-forward-expression-skin-prestrain.py
@@ -66,9 +66,7 @@ class ForwardSkinPrestrainConfig(cherries.BaseConfig):
     output_skin_inspect: Path = cherries.output(
         "37-lips-corners-down-skin-prestrain-inspect.vtp", mkdir=True
     )
-    output_target: Path = cherries.output(
-        "37-lips-corners-down-target.vtu", mkdir=True
-    )
+    output_target: Path = cherries.output("37-lips-corners-down-target.vtu", mkdir=True)
 
     target_expression: str = "LipsCornersDown"
     area_ratio_floor: float = 1.0e-6
@@ -117,7 +115,9 @@ def vector_stats(
     return stats(prefix, np.linalg.norm(np.asarray(values, dtype=np.float64), axis=1))
 
 
-def prepare_simulation_mesh(cfg: ForwardSkinPrestrainConfig) -> tuple[pv.UnstructuredGrid, dict[str, Any]]:
+def prepare_simulation_mesh(
+    cfg: ForwardSkinPrestrainConfig,
+) -> tuple[pv.UnstructuredGrid, dict[str, Any]]:
     mesh = pv.read(cfg.input_mesh)
     if not isinstance(mesh, pv.UnstructuredGrid):
         mesh = mesh.cast_to_unstructured_grid()
@@ -152,16 +152,20 @@ def target_displacement(
         msg = f"{expression!r} selected no finite IsFace target points"
         raise ValueError(msg)
     target_norm = np.linalg.norm(target[loss_mask], axis=1)
-    return target, loss_mask, {
-        "target/name": expression,
-        "target/loss_points": int(loss_mask.sum()),
-        "target/fixed_overlap_points": int((loss_mask & fixed).sum()),
-        "target/displacement_rms": float(
-            np.linalg.norm(target[loss_mask]) / math.sqrt(int(loss_mask.sum()))
-        ),
-        "target/displacement_mean": float(target_norm.mean()),
-        "target/displacement_max": float(target_norm.max()),
-    }
+    return (
+        target,
+        loss_mask,
+        {
+            "target/name": expression,
+            "target/loss_points": int(loss_mask.sum()),
+            "target/fixed_overlap_points": int((loss_mask & fixed).sum()),
+            "target/displacement_rms": float(
+                np.linalg.norm(target[loss_mask]) / math.sqrt(int(loss_mask.sum()))
+            ),
+            "target/displacement_mean": float(target_norm.mean()),
+            "target/displacement_max": float(target_norm.max()),
+        },
+    )
 
 
 def make_area_skin(
@@ -187,7 +191,9 @@ def make_area_skin(
     target_area = triangle_areas(target_points, faces)
     valid_rest_area = rest_area > 0.0
     area_ratio = np.ones_like(rest_area)
-    area_ratio[valid_rest_area] = target_area[valid_rest_area] / rest_area[valid_rest_area]
+    area_ratio[valid_rest_area] = (
+        target_area[valid_rest_area] / rest_area[valid_rest_area]
+    )
 
     stretched_face_cells = face_cells & (area_ratio > 1.0)
     effective_area_ratio = np.ones_like(area_ratio)
@@ -276,7 +282,9 @@ def make_forward(
         fraction=np.asarray(mesh.cell_data[MUSCLE_FRACTION], dtype=np.float64),
     )
     builder.add_potential(StableNeoHookeanActive.from_pyvista(mesh, name="muscle"))
-    builder.add_potential(Koiter.from_pyvista(skin, name="skin", thickness=SKIN_THICKNESS))
+    builder.add_potential(
+        Koiter.from_pyvista(skin, name="skin", thickness=SKIN_THICKNESS)
+    )
 
     forward = Forward(builder.finalize())
     forward.optimizer = forward.default_optimizer(
@@ -305,7 +313,9 @@ def run_skin_only_forward(
     return to_numpy(forward.state.u), forward_solution_metrics(solution)
 
 
-def deformation_det(points: np.ndarray, displacement: np.ndarray, tets: np.ndarray) -> np.ndarray:
+def deformation_det(
+    points: np.ndarray, displacement: np.ndarray, tets: np.ndarray
+) -> np.ndarray:
     X = points[tets]
     x = X + displacement[tets]
     Dm = np.stack((X[:, 1] - X[:, 0], X[:, 2] - X[:, 0], X[:, 3] - X[:, 0]), axis=2)
@@ -339,7 +349,9 @@ def write_outputs(
     target_mesh.point_data["TargetPoint"] = target_mesh.points + target
 
     skin_inspect = skin.copy(deep=True)
-    surface_ids = np.asarray(skin_inspect.point_data[GLOBAL_POINT_ID.vtk], dtype=np.int64)
+    surface_ids = np.asarray(
+        skin_inspect.point_data[GLOBAL_POINT_ID.vtk], dtype=np.int64
+    )
     skin_inspect.point_data["TargetDisplacement"] = target[surface_ids]
     skin_inspect.point_data["TargetPoint"] = skin_inspect.points + target[surface_ids]
     skin_inspect.point_data["SkinPrestrainDisplacement"] = displacement[surface_ids]
@@ -384,7 +396,9 @@ def run_forward_skin_prestrain(cfg: ForwardSkinPrestrainConfig) -> dict[str, Any
     target, loss_mask, target_metrics = target_displacement(mesh, cfg.target_expression)
     skin, skin_metrics = make_area_skin(mesh, target, cfg)
 
-    logger.info("Running skin-prestrain-only forward solve for %s", cfg.target_expression)
+    logger.info(
+        "Running skin-prestrain-only forward solve for %s", cfg.target_expression
+    )
     displacement, forward_metrics = run_skin_only_forward(mesh, skin, cfg)
 
     fixed = np.asarray(mesh.point_data[IS_FIXED], dtype=bool)
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/10-human-face-prepared-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/10-human-face-prepared-summary.json
index cebf8429..ed48da3e 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/10-human-face-prepared-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/10-human-face-prepared-summary.json
@@ -82,4 +82,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/15-estimated-skin-prestrain-forward-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/15-estimated-skin-prestrain-forward-summary.json
index 48662bc5..47952c56 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/15-estimated-skin-prestrain-forward-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/15-estimated-skin-prestrain-forward-summary.json
@@ -58,4 +58,4 @@
   "target/loss_mask/mean": 0.003748274294930983,
   "target/loss_mask/rms": 0.005310139062299789,
   "target/loss_points": 15302
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/16-estimated-plus-tightening-forward-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/16-estimated-plus-tightening-forward-summary.json
index 889fd601..bdc6f9d7 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/16-estimated-plus-tightening-forward-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/16-estimated-plus-tightening-forward-summary.json
@@ -58,4 +58,4 @@
   "target/loss_mask/mean": 0.003748274294930983,
   "target/loss_mask/rms": 0.005310139062299789,
   "target/loss_points": 15302
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-baseline-inverse-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-baseline-inverse-summary.json
index 835d030f..1c9bcaa0 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-baseline-inverse-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-baseline-inverse-summary.json
@@ -381,4 +381,4 @@
   "optimizer/adam_eps": 0.01,
   "segment_steps": 1,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-lr1-inverse-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-lr1-inverse-summary.json
index 65828e05..4bcb3bdd 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-lr1-inverse-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-lr1-inverse-summary.json
@@ -249,4 +249,4 @@
   "inverse/max_steps": 1,
   "segment_steps": 1,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-mm2-inverse-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-mm2-inverse-summary.json
index 7cc39fc0..167cec2c 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-mm2-inverse-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-mm2-inverse-summary.json
@@ -291,4 +291,4 @@
   "optimizer/adam_eps": 0.01,
   "segment_steps": 1,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-scaled-inverse-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-scaled-inverse-summary.json
index 72681cbf..17c02d23 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-scaled-inverse-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/19-smoke-scaled-inverse-summary.json
@@ -259,4 +259,4 @@
   "loss/scale": 1000000.0,
   "segment_steps": 1,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-baseline-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-baseline-summary.json
index d4a071e8..d2485303 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-baseline-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-baseline-summary.json
@@ -367,4 +367,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-lr1-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-lr1-summary.json
index 9db35543..8a8f82c3 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-lr1-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-lr1-summary.json
@@ -238,4 +238,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-mm2-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-mm2-summary.json
index 2a974dd3..159582af 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-mm2-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-mm2-summary.json
@@ -278,4 +278,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-scaled-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-scaled-summary.json
index a48cd538..55499f17 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-scaled-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-smoke-scaled-summary.json
@@ -247,4 +247,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-summary.json
index 34f41073..9f5a535f 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr1-summary.json
@@ -12261,4 +12261,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr3-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr3-summary.json
index 6d039cc2..e75b91bf 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr3-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-no-skin-lr3-summary.json
@@ -11681,4 +11681,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr1-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr1-summary.json
index d3d8c2c7..288e898c 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr1-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr1-summary.json
@@ -11701,4 +11701,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr2-cont-lr02-warm-from-best-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr2-cont-lr02-warm-from-best-summary.json
index d36c3e6e..1bc3d48e 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr2-cont-lr02-warm-from-best-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-estimated-plus-tightening-lr2-cont-lr02-warm-from-best-summary.json
@@ -3195,4 +3195,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr1-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr1-summary.json
index baa714eb..93f30e5b 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr1-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr1-summary.json
@@ -11701,4 +11701,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr3-cont-lr03-from-best-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr3-cont-lr03-from-best-summary.json
index a43c8241..0a071299 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr3-cont-lr03-from-best-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-human-face-smile-skin-no-prestrain-lr3-cont-lr03-from-best-summary.json
@@ -5261,4 +5261,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-inverse-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-inverse-summary.json
index 5ea433b8..15a725f8 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-inverse-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/20-inverse-summary.json
@@ -35683,4 +35683,4 @@
   "optimizer/adam_eps": 0.01,
   "segment_steps": 8,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-no-prestrain-cont-lr03-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-no-prestrain-cont-lr03-summary.json
index c68da4fe..4f28164f 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-no-prestrain-cont-lr03-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-no-prestrain-cont-lr03-summary.json
@@ -5275,4 +5275,4 @@
   "optimizer/adam_eps": 0.01,
   "segment_steps": 8,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-plus-tightening-cont-lr02-warm-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-plus-tightening-cont-lr02-warm-summary.json
index 87d47741..f9e6c1d0 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-plus-tightening-cont-lr02-warm-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/21-skin-plus-tightening-cont-lr02-warm-summary.json
@@ -3209,4 +3209,4 @@
   "optimizer/adam_eps": 0.01,
   "segment_steps": 8,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/17/human-face-smile-prestrain-v2/data/22-no-skin-lr03-summary.json b/exp/2026/06/17/human-face-smile-prestrain-v2/data/22-no-skin-lr03-summary.json
index 893e4602..3221f294 100644
--- a/exp/2026/06/17/human-face-smile-prestrain-v2/data/22-no-skin-lr03-summary.json
+++ b/exp/2026/06/17/human-face-smile-prestrain-v2/data/22-no-skin-lr03-summary.json
@@ -11695,4 +11695,4 @@
   "optimizer/adam_eps": 0.01,
   "segment_steps": 8,
   "target/requested": "smile"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/23/head-face-relative-area-change/data/10-face-relative-area-change-summary.json b/exp/2026/06/23/head-face-relative-area-change/data/10-face-relative-area-change-summary.json
index 97e78e75..1369fa99 100644
--- a/exp/2026/06/23/head-face-relative-area-change/data/10-face-relative-area-change-summary.json
+++ b/exp/2026/06/23/head-face-relative-area-change/data/10-face-relative-area-change-summary.json
@@ -81,4 +81,4 @@
     "summary": "/home/liblaf/github/liblaf/apple/exp/2026/06/23/head-face-relative-area-change/data/10-face-relative-area-change-summary.json",
     "expression_table": "/home/liblaf/github/liblaf/apple/exp/2026/06/23/head-face-relative-area-change/data/10-expression-area-change-summary.csv"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/06/23/head-face-relative-area-change/src/10-compute-face-relative-area-change.py b/exp/2026/06/23/head-face-relative-area-change/src/10-compute-face-relative-area-change.py
index 3f8256dc..82cb76f6 100644
--- a/exp/2026/06/23/head-face-relative-area-change/src/10-compute-face-relative-area-change.py
+++ b/exp/2026/06/23/head-face-relative-area-change/src/10-compute-face-relative-area-change.py
@@ -50,9 +50,7 @@ def expression_names(mesh: pv.UnstructuredGrid) -> list[str]:
         array = np.asarray(values)
         if name in ignored:
             continue
-        if array.shape == (mesh.n_points, 3) and np.issubdtype(
-            array.dtype, np.number
-        ):
+        if array.shape == (mesh.n_points, 3) and np.issubdtype(array.dtype, np.number):
             names.append(name)
     return names
 
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/current/prepare-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/current/prepare-summary.json
index 64bfa253..a3d9777e 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/current/prepare-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/current/prepare-summary.json
@@ -42,4 +42,4 @@
   "volume/fat": 0.13316596665291325,
   "volume/muscle": 0.0017931932518405207,
   "volume/total": 0.1531418427466466
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thick/prepare-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thick/prepare-summary.json
index 5cd12891..62f409e4 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thick/prepare-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thick/prepare-summary.json
@@ -42,4 +42,4 @@
   "volume/fat": 0.17305135476577205,
   "volume/muscle": 0.001803698312701696,
   "volume/total": 0.19313104758023508
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thin/prepare-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thin/prepare-summary.json
index 9deb5f21..fd9628ff 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thin/prepare-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/10-meshes/thin/prepare-summary.json
@@ -42,4 +42,4 @@
   "volume/fat": 0.10320851060656903,
   "volume/muscle": 0.001780259532888751,
   "volume/total": 0.12313761124291259
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/10-prepare-manifest.json b/exp/2026/08/17/fat-thickness-bumpiness/data/10-prepare-manifest.json
index 74bf85b0..80310ebc 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/10-prepare-manifest.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/10-prepare-manifest.json
@@ -143,4 +143,4 @@
   "parabolic_target_amplitude": 0.02,
   "schema_version": 1,
   "tetwild_lr": 0.02
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward-manifest.json b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward-manifest.json
index 3a6d2fa7..952368a3 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward-manifest.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward-manifest.json
@@ -291,4 +291,4 @@
   "skin_prestrain_enabled": false,
   "skin_thickness": 0.005,
   "source_manifest": "/home/liblaf/Projects/liblaf/apple/exp/2026/08/17/fat-thickness-bumpiness/data/10-prepare-manifest.json"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/current/forward-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/current/forward-summary.json
index a6732548..703af518 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/current/forward-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/current/forward-summary.json
@@ -86,4 +86,4 @@
   "volume/fat": 0.13316596665291325,
   "volume/muscle": 0.0017931932518405207,
   "volume/total": 0.1531418427466466
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thick/forward-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thick/forward-summary.json
index 5b2b5f2b..ba1cc8af 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thick/forward-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thick/forward-summary.json
@@ -86,4 +86,4 @@
   "volume/fat": 0.17305135476577205,
   "volume/muscle": 0.001803698312701696,
   "volume/total": 0.19313104758023508
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thin/forward-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thin/forward-summary.json
index 5db3752f..62e702ab 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thin/forward-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward/no-skin/thin/forward-summary.json
@@ -86,4 +86,4 @@
   "volume/fat": 0.10320851060656903,
   "volume/muscle": 0.001780259532888751,
   "volume/total": 0.12313761124291259
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/30-cross-grid-metrics.json b/exp/2026/08/17/fat-thickness-bumpiness/data/30-cross-grid-metrics.json
index c9d62038..3540da5e 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/30-cross-grid-metrics.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/30-cross-grid-metrics.json
@@ -148,4 +148,4 @@
   "laplacian_smoothing_length": 0.04,
   "schema_version": 1,
   "source_manifest": "/home/liblaf/Projects/liblaf/apple/exp/2026/08/17/fat-thickness-bumpiness/data/20-forward-manifest.json"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse-manifest.json b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse-manifest.json
index 7830ef77..973967aa 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse-manifest.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse-manifest.json
@@ -22526,4 +22526,4 @@
   "schema_version": 1,
   "setup": "no-skin-l2-per-tet-6dof",
   "source_manifest": "/home/liblaf/Projects/liblaf/apple/exp/2026/08/17/fat-thickness-bumpiness/data/10-prepare-manifest.json"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/current/20-toy-tetwild-squash-current-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/current/20-toy-tetwild-squash-current-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
index b34642a9..fc280691 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/current/20-toy-tetwild-squash-current-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/current/20-toy-tetwild-squash-current-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
@@ -7778,4 +7778,4 @@
   "volume/fat": 0.13316596665291325,
   "volume/muscle": 0.0017931932518405207,
   "volume/total": 0.1531418427466466
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thick/20-toy-tetwild-squash-thick-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thick/20-toy-tetwild-squash-thick-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
index fe190d0d..c25590d3 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thick/20-toy-tetwild-squash-thick-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thick/20-toy-tetwild-squash-thick-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
@@ -7778,4 +7778,4 @@
   "volume/fat": 0.17305135476577205,
   "volume/muscle": 0.001803698312701696,
   "volume/total": 0.19313104758023508
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thin/20-toy-tetwild-squash-thin-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thin/20-toy-tetwild-squash-thin-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
index c2ee8688..192bd4a4 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thin/20-toy-tetwild-squash-thin-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/40-inverse/no-skin/thin/20-toy-tetwild-squash-thin-lr002-l2-no_skin-prestrain0-activation-per_tet-summary.json
@@ -6904,4 +6904,4 @@
   "volume/fat": 0.10320851060656903,
   "volume/muscle": 0.001780259532888751,
   "volume/total": 0.12313761124291259
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/fat-thickness-bumpiness/data/50-matched-fidelity.json b/exp/2026/08/17/fat-thickness-bumpiness/data/50-matched-fidelity.json
index 394cbb07..94c2112c 100644
--- a/exp/2026/08/17/fat-thickness-bumpiness/data/50-matched-fidelity.json
+++ b/exp/2026/08/17/fat-thickness-bumpiness/data/50-matched-fidelity.json
@@ -5196,4 +5196,4 @@
     ],
     "skin_energy_enabled": false
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/10-material-candidates-manifest.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/10-material-candidates-manifest.json
index c5c8ee52..b4102fd1 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/10-material-candidates-manifest.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/10-material-candidates-manifest.json
@@ -1809,4 +1809,4 @@
   },
   "target": "Smile",
   "validation_errors": []
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-no-skin-lr3-material-no-skin-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-no-skin-lr3-material-no-skin-screen-summary.json
index f2ea6873..3a2be008 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-no-skin-lr3-material-no-skin-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-no-skin-lr3-material-no-skin-screen-summary.json
@@ -2570,4 +2570,4 @@
   "volume/fat": 0.000637223793072601,
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p050-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p050-screen-summary.json
index b927b551..d08952ca 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p050-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p050-screen-summary.json
@@ -2752,4 +2752,4 @@
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547,
   "young_min_scale": 0.25
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p100-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p100-screen-summary.json
index a3a28b44..8da0a5ca 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p100-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e025-p100-screen-summary.json
@@ -2752,4 +2752,4 @@
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547,
   "young_min_scale": 0.25
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p050-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p050-screen-summary.json
index 4b2f5db1..e668286f 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p050-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p050-screen-summary.json
@@ -2751,4 +2751,4 @@
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547,
   "young_min_scale": 1.0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p100-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p100-screen-summary.json
index e0ddd855..1b45cbc0 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p100-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-estimated-prestrain-lr3-material-e100-p100-screen-summary.json
@@ -2751,4 +2751,4 @@
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547,
   "young_min_scale": 1.0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e025-p000-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e025-p000-screen-summary.json
index 4fe3ac13..b7720a5b 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e025-p000-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e025-p000-screen-summary.json
@@ -2752,4 +2752,4 @@
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547,
   "young_min_scale": 0.25
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e100-p000-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e100-p000-screen-summary.json
index 7aba884d..e5472ea6 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e100-p000-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-human-face-smile-skin-no-prestrain-lr3-material-e100-p000-screen-summary.json
@@ -2751,4 +2751,4 @@
   "volume/muscle": 0.0001266301205135478,
   "volume/total": 0.0007871493525589547,
   "young_min_scale": 1.0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-material-screen-summary.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-material-screen-summary.json
index eca6fc17..5f5af279 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-material-screen-summary.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/20-material-screen-summary.json
@@ -19128,4 +19128,4 @@
   "plot_backend": "Agg",
   "schema_version": 2,
   "stage": "screen"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/30-material-screen-analysis.json b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/30-material-screen-analysis.json
index 9cf1c8f3..7440740d 100644
--- a/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/30-material-screen-analysis.json
+++ b/exp/2026/08/17/human-face-smile-material-heuristic-sweep/data/30-material-screen-analysis.json
@@ -16309,4 +16309,4 @@
     "stage": "screen",
     "total_temporal_frames": 287
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/10-exaggerated-materials-manifest.json b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/10-exaggerated-materials-manifest.json
index b7297c33..8b28537c 100644
--- a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/10-exaggerated-materials-manifest.json
+++ b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/10-exaggerated-materials-manifest.json
@@ -281,4 +281,4 @@
     "nonmanifold_eligible_edges": 0
   },
   "validation_errors": []
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-exaggerated-material-screen-summary.json b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-exaggerated-material-screen-summary.json
index 0f2c0039..47a89204 100644
--- a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-exaggerated-material-screen-summary.json
+++ b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-exaggerated-material-screen-summary.json
@@ -7794,4 +7794,4 @@
   "plot_backend": "Agg",
   "schema_version": 1,
   "stage": "screen"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e005-p200-screen-summary.json b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e005-p200-screen-summary.json
index 1a624338..4d14817d 100644
--- a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e005-p200-screen-summary.json
+++ b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e005-p200-screen-summary.json
@@ -2586,4 +2586,4 @@
     "ActivationInv max edge jump 0.0930423 exceeds legacy threshold 0.08; recorded as warning only"
   ],
   "young_min_scale": 0.05
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e100-p200-screen-summary.json b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e100-p200-screen-summary.json
index a082b392..9caef4d3 100644
--- a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e100-p200-screen-summary.json
+++ b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-estimated-prestrain-lr3-exaggerated-e100-p200-screen-summary.json
@@ -2586,4 +2586,4 @@
     "ActivationInv max edge jump 0.0930423 exceeds legacy threshold 0.08; recorded as warning only"
   ],
   "young_min_scale": 1.0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-no-prestrain-lr3-exaggerated-e005-p000-screen-summary.json b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-no-prestrain-lr3-exaggerated-e005-p000-screen-summary.json
index c151b401..0d03bfaa 100644
--- a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-no-prestrain-lr3-exaggerated-e005-p000-screen-summary.json
+++ b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/20-human-face-smile-skin-no-prestrain-lr3-exaggerated-e005-p000-screen-summary.json
@@ -2584,4 +2584,4 @@
   "warning/skin_folded_triangles": 58,
   "warnings": [],
   "young_min_scale": 0.05
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/30-exaggerated-material-screen-analysis.json b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/30-exaggerated-material-screen-analysis.json
index d6fef719..070c9c95 100644
--- a/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/30-exaggerated-material-screen-analysis.json
+++ b/exp/2026/08/18/human-face-smile-exaggerated-material-screen/data/30-exaggerated-material-screen-analysis.json
@@ -6610,4 +6610,4 @@
       }
     ]
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/10-corrected-baseline-manifest.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/10-corrected-baseline-manifest.json
index c296b6ce..51140ea2 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/10-corrected-baseline-manifest.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/10-corrected-baseline-manifest.json
@@ -189,4 +189,4 @@
   "purpose": "establish one corrected homogeneous p000 baseline before any prestrain or heterogeneous-E inverse experiment",
   "schema_version": 3,
   "validation_errors": []
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe-summary.json
index eb089d88..d0b29e57 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe-summary.json
@@ -2030,4 +2030,4 @@
     "required_follow_up": "run a separately reviewed static matched-view analyzer before approving an inverse; this entrypoint does not silently import the inverse-screen analyzer or claim visual acceptance",
     "status": "pending"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/old/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/old/forward-summary.json
index a742ba8f..f08ca72c 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/old/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/old/forward-summary.json
@@ -142,4 +142,4 @@
   "warning/isface_folded_triangle_fraction": 0.0,
   "warning/isface_folded_triangles": 0,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/zero/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/zero/forward-summary.json
index dbe5d932..7e1afc13 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/zero/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-3d-replay/zero/forward-summary.json
@@ -142,4 +142,4 @@
   "warning/isface_folded_triangle_fraction": 0.0,
   "warning/isface_folded_triangles": 0,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/old/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/old/forward-summary.json
index 90cc3ff1..bdc6df78 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/old/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/old/forward-summary.json
@@ -142,4 +142,4 @@
   "warning/isface_folded_triangle_fraction": 6.68918692932874e-05,
   "warning/isface_folded_triangles": 2,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/zero/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/zero/forward-summary.json
index 3fc10460..352e3950 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/zero/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/full-plane-stress/zero/forward-summary.json
@@ -142,4 +142,4 @@
   "warning/isface_folded_triangle_fraction": 0.0,
   "warning/isface_folded_triangles": 0,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/old/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/old/forward-summary.json
index e8fd3da2..4ca5d24e 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/old/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/old/forward-summary.json
@@ -123,4 +123,4 @@
   "warning/isface_folded_triangle_fraction": 0.0001003378039399311,
   "warning/isface_folded_triangles": 3,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/zero/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/zero/forward-summary.json
index f77409f8..baea78a0 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/zero/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-3d/zero/forward-summary.json
@@ -123,4 +123,4 @@
   "warning/isface_folded_triangle_fraction": 0.0,
   "warning/isface_folded_triangles": 0,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/old/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/old/forward-summary.json
index fbe192ce..1f36cc0b 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/old/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/old/forward-summary.json
@@ -123,4 +123,4 @@
   "warning/isface_folded_triangle_fraction": 0.0001337837385865748,
   "warning/isface_folded_triangles": 4,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/zero/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/zero/forward-summary.json
index e79d0948..390449d7 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/zero/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress-cut-fixed/zero/forward-summary.json
@@ -123,4 +123,4 @@
   "warning/isface_folded_triangle_fraction": 0.0,
   "warning/isface_folded_triangles": 0,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/old/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/old/forward-summary.json
index 5baf5462..46326b9e 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/old/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/old/forward-summary.json
@@ -123,4 +123,4 @@
   "warning/isface_folded_triangle_fraction": 0.0001003378039399311,
   "warning/isface_folded_triangles": 3,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/zero/forward-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/zero/forward-summary.json
index 8a5a75bc..4cf13af5 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/zero/forward-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/15-forward-domain-conversion-probe/isface-plane-stress/zero/forward-summary.json
@@ -123,4 +123,4 @@
   "warning/isface_folded_triangle_fraction": 3.34459346466437e-05,
   "warning/isface_folded_triangles": 1,
   "warning/policy": "visual-review-only; small inversions/folds are not a veto"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/16-forward-domain-conversion-analysis.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/16-forward-domain-conversion-analysis.json
index 592f944a..2b2938fa 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/16-forward-domain-conversion-analysis.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/16-forward-domain-conversion-analysis.json
@@ -644,4 +644,4 @@
     "status": "pending"
   },
   "warning_policy": "inverted tetrahedra and folded IsFace triangles are recorded and rendered, but small visually imperceptible counts are not vetoes"
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary-final.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary-final.json
index 8b2b42db..81a70a44 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary-final.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary-final.json
@@ -2889,4 +2889,4 @@
     "policy": "small inverted tetrahedra and folded skin triangles are warning-only; acceptance depends on matched visual views",
     "status": "pending"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary.json
index 8b2b42db..81a70a44 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-corrected-baseline-screen-summary.json
@@ -2889,4 +2889,4 @@
     "policy": "small inverted tetrahedra and folded skin triangles are warning-only; acceptance depends on matched visual views",
     "status": "pending"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary-final.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary-final.json
index e197744c..f950eb43 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary-final.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary-final.json
@@ -2676,4 +2676,4 @@
   "warning/skin_folded_triangle_fraction": 0.0008361483661660926,
   "warning/skin_folded_triangles": 25,
   "young_min_scale": 1.0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary.json
index e197744c..f950eb43 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/20-human-face-smile-skin-no-prestrain-lr3-corrected-isface-e0200-p000-screen-summary.json
@@ -2676,4 +2676,4 @@
   "warning/skin_folded_triangle_fraction": 0.0008361483661660926,
   "warning/skin_folded_triangles": 25,
   "young_min_scale": 1.0
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/30-corrected-baseline-analysis.json b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/30-corrected-baseline-analysis.json
index 49fd4f31..c9ec0416 100644
--- a/exp/2026/08/18/human-face-smile-plane-stress-skin/data/30-corrected-baseline-analysis.json
+++ b/exp/2026/08/18/human-face-smile-plane-stress-skin/data/30-corrected-baseline-analysis.json
@@ -6839,4 +6839,4 @@
     "required_action": "review terminal and matched front, 30 degree, mouth, and eye-cheek views before discussing any further inverse",
     "status": "pending"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary-final.json b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary-final.json
index fa6b2e6f..d5b4e078 100644
--- a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary-final.json
+++ b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary-final.json
@@ -5815,4 +5815,4 @@
     "status": "pending",
     "tool": "ParaView"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary.json b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary.json
index fa6b2e6f..d5b4e078 100644
--- a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary.json
+++ b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-fat-floor-skin-prestrain-inverse-summary.json
@@ -5815,4 +5815,4 @@
     "status": "pending",
     "tool": "ParaView"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary-final.json b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary-final.json
index bfa92afd..e88086c2 100644
--- a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary-final.json
+++ b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary-final.json
@@ -2617,4 +2617,4 @@
   "warning/skin_area_ratio_q999": 1.862169683229793,
   "warning/skin_folded_triangle_fraction": 0.0009364861701060236,
   "warning/skin_folded_triangles": 28
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary.json b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary.json
index bfa92afd..e88086c2 100644
--- a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary.json
+++ b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp0-summary.json
@@ -2617,4 +2617,4 @@
   "warning/skin_area_ratio_q999": 1.862169683229793,
   "warning/skin_folded_triangle_fraction": 0.0009364861701060236,
   "warning/skin_folded_triangles": 28
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary-final.json b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary-final.json
index 928f8840..2de13984 100644
--- a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary-final.json
+++ b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary-final.json
@@ -2617,4 +2617,4 @@
   "warning/skin_area_ratio_q999": 1.8722892490421597,
   "warning/skin_folded_triangle_fraction": 0.000334459346466437,
   "warning/skin_folded_triangles": 10
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary.json b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary.json
index 928f8840..2de13984 100644
--- a/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary.json
+++ b/exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data/20-hfp1-summary.json
@@ -2617,4 +2617,4 @@
   "warning/skin_area_ratio_q999": 1.8722892490421597,
   "warning/skin_folded_triangle_fraction": 0.000334459346466437,
   "warning/skin_folded_triangles": 10
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay-summary.json b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay-summary.json
index 3e4a1b20..eb5a4258 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay-summary.json
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay-summary.json
@@ -972,4 +972,4 @@
     ]
   },
   "schema_version": 1
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-000/forward-summary.json b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-000/forward-summary.json
index b03e30d2..6c2395b6 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-000/forward-summary.json
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-000/forward-summary.json
@@ -106,4 +106,4 @@
   "target/loss_points": 15302,
   "validation/errors": [],
   "validation/ok": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-025/forward-summary.json b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-025/forward-summary.json
index cf2a92ea..236804a1 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-025/forward-summary.json
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-025/forward-summary.json
@@ -96,4 +96,4 @@
   "target/loss_points": 15302,
   "validation/errors": [],
   "validation/ok": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-050/forward-summary.json b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-050/forward-summary.json
index 32f7538b..0df154ff 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-050/forward-summary.json
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-050/forward-summary.json
@@ -96,4 +96,4 @@
   "target/loss_points": 15302,
   "validation/errors": [],
   "validation/ok": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-075/forward-summary.json b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-075/forward-summary.json
index 974754b0..b2639f82 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-075/forward-summary.json
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-075/forward-summary.json
@@ -96,4 +96,4 @@
   "target/loss_points": 15302,
   "validation/errors": [],
   "validation/ok": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-100/forward-summary.json b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-100/forward-summary.json
index c961fff0..ccda5405 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-100/forward-summary.json
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/continuation/alpha-100/forward-summary.json
@@ -96,4 +96,4 @@
   "target/loss_points": 15302,
   "validation/errors": [],
   "validation/ok": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/direct/alpha-100/forward-summary.json b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/direct/alpha-100/forward-summary.json
index f27f7f3b..bd41f8bb 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/direct/alpha-100/forward-summary.json
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/data/10-fixed-activation-prestrain-replay/c020/direct/alpha-100/forward-summary.json
@@ -96,4 +96,4 @@
   "target/loss_points": 15302,
   "validation/errors": [],
   "validation/ok": true
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/docs/10-fixed-activation-prestrain-replay-plan.md b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/docs/10-fixed-activation-prestrain-replay-plan.md
index 676a0389..c30be0c4 100644
--- a/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/docs/10-fixed-activation-prestrain-replay-plan.md
+++ b/exp/2026/08/19/human-face-smile-fixed-activation-prestrain-replay/docs/10-fixed-activation-prestrain-replay-plan.md
@@ -2,12 +2,12 @@
 
 ## Status
 
-The producer is implemented but **has not been executed**.  A source-level
+The producer is implemented but **has not been executed**. A source-level
 `EXECUTION_APPROVED_AFTER_STATIC_REVIEW = False` gate stops the program before
-input reads or CUDA/Warp initialization.  Clearing that gate requires a separate
+input reads or CUDA/Warp initialization. Clearing that gate requires a separate
 review decision after both the producer and analyzer have been inspected.
 
-This is a cheap forward-only causal replay.  It contains no inverse optimization,
+This is a cheap forward-only causal replay. It contains no inverse optimization,
 adjoint solve, backward pass, or muscle-activation update.
 
 ## Question
@@ -34,7 +34,7 @@ of target fidelity?
   `f8ca27d820ff1f4b7afb734d917c9ec1292cd26ab96fc93090277dcc017268fb`.
 
 The result and 41-frame history have already been independently checked to have
-bit-identical step-40 displacement and muscle activation.  The producer repeats
+bit-identical step-40 displacement and muscle activation. The producer repeats
 the result-side validation before any runtime initialization.
 
 ## Material and boundary contract
@@ -63,7 +63,7 @@ rho_full = 0.98^2 * clip(R, 0.5, 1)
 ```
 
 Thus `c020` means 2% **linear** uniform tightening; its uniform-only natural-area
-ratio is `0.9604`, not `0.98`.  The floor clamps 31 triangles, representing
+ratio is `0.9604`, not `0.98`. The floor clamps 31 triangles, representing
 `0.0879366%` of corrected skin rest area.
 
 Continuation uses logarithmic natural-area dose:
@@ -90,20 +90,20 @@ The ordered primary path is:
 6. `c020-direct-alpha-100`: a fresh builder at full prestrain, seeded directly
    from the exact corrected baseline displacement.
 
-The final direct replay diagnoses continuation/path sensitivity.  Every alpha is
+The final direct replay diagnoses continuation/path sensitivity. Every alpha is
 a fresh model build; only the continuation displacement is transferred.
 
 The alpha-0 replay must differ from the pinned baseline by no more than `1e-3` of
 target-displacement RMS on both `SmileLossMask` and the exact corrected-IsFace
-point set.  The corresponding absolute thresholds are approximately
-`5.310139e-6 m` and `5.310655e-6 m`.  All fixed/cut displacements must remain
+point set. The corresponding absolute thresholds are approximately
+`5.310139e-6 m` and `5.310655e-6 m`. All fixed/cut displacements must remain
 bit-exact zero.
 
 ## c050 policy
 
 There is deliberately no `c050` CLI option or automatic fallback in this
-producer.  Five-percent linear tightening is eligible only as a conditional
-second stage after reviewing c020.  If requested, it must use a new isolated
+producer. Five-percent linear tightening is eligible only as a conditional
+second stage after reviewing c020. If requested, it must use a new isolated
 producer/output namespace and a new approval decision; it must not modify or
 overwrite the c020 evidence.
 
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary-final.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary-final.json
index f0061989..d31742ff 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary-final.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary-final.json
@@ -2614,4 +2614,4 @@
   "warning/skin_area_ratio_q999": 1.1353891391821387,
   "warning/skin_folded_triangle_fraction": 0.0003679052811130807,
   "warning/skin_folded_triangles": 11
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary.json
index f0061989..d31742ff 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h0p1-summary.json
@@ -2614,4 +2614,4 @@
   "warning/skin_area_ratio_q999": 1.1353891391821387,
   "warning/skin_folded_triangle_fraction": 0.0003679052811130807,
   "warning/skin_folded_triangles": 11
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary-final.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary-final.json
index 1a03c24c..4270b361 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary-final.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary-final.json
@@ -2614,4 +2614,4 @@
   "warning/skin_area_ratio_q999": 3.1236330104208774,
   "warning/skin_folded_triangle_fraction": 0.0013043914512191044,
   "warning/skin_folded_triangles": 39
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary.json
index 1a03c24c..4270b361 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p0-summary.json
@@ -2614,4 +2614,4 @@
   "warning/skin_area_ratio_q999": 3.1236330104208774,
   "warning/skin_folded_triangle_fraction": 0.0013043914512191044,
   "warning/skin_folded_triangles": 39
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary-final.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary-final.json
index b5dd6069..2a24db1c 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary-final.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary-final.json
@@ -2614,4 +2614,4 @@
   "warning/skin_area_ratio_q999": 3.385207409392097,
   "warning/skin_folded_triangle_fraction": 0.0005351349543462992,
   "warning/skin_folded_triangles": 16
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary.json
index b5dd6069..2a24db1c 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-h1p1-summary.json
@@ -2614,4 +2614,4 @@
   "warning/skin_area_ratio_q999": 3.385207409392097,
   "warning/skin_folded_triangle_fraction": 0.0005351349543462992,
   "warning/skin_folded_triangles": 16
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary-final.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary-final.json
index ae11dfcc..270839ec 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary-final.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary-final.json
@@ -8394,4 +8394,4 @@
     "status": "pending",
     "tool": "ParaView"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary.json b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary.json
index ae11dfcc..270839ec 100644
--- a/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary.json
+++ b/exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data/20-selective-skin-prestrain-inverse-summary.json
@@ -8394,4 +8394,4 @@
     "status": "pending",
     "tool": "ParaView"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/material-physics-group-meeting-assets/data/30-cuboid-fat-thickness/inputs/30-cuboid-source-summary.json b/exp/2026/08/19/material-physics-group-meeting-assets/data/30-cuboid-fat-thickness/inputs/30-cuboid-source-summary.json
index 998cddef..4cb70f3c 100644
--- a/exp/2026/08/19/material-physics-group-meeting-assets/data/30-cuboid-fat-thickness/inputs/30-cuboid-source-summary.json
+++ b/exp/2026/08/19/material-physics-group-meeting-assets/data/30-cuboid-fat-thickness/inputs/30-cuboid-source-summary.json
@@ -768,4 +768,4 @@
     "pressure_and_modulus": "model stress",
     "status": "model units; no SI calibration is asserted"
   }
-}
\ No newline at end of file
+}
diff --git a/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-paraview.py b/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-paraview.py
index 6569197c..956718c4 100644
--- a/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-paraview.py
+++ b/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-paraview.py
@@ -120,9 +120,7 @@ def _new_view(camera: dict[str, Any]) -> Any:
     focus = [float(value) for value in camera["focus"]]
     direction = [float(value) for value in camera["direction"]]
     view.CameraFocalPoint = focus
-    view.CameraPosition = [
-        focus[index] + 0.30 * direction[index] for index in range(3)
-    ]
+    view.CameraPosition = [focus[index] + 0.30 * direction[index] for index in range(3)]
     view.CameraViewUp = [0.0, 1.0, 0.0]
     view.CenterOfRotation = focus
     view.CameraParallelScale = float(camera["parallel_scale"])
@@ -217,9 +215,7 @@ def _render_asset(
         raise ValueError("Lamé output escapes output root")
     temporary_png = png.with_name(f".{png.stem}.tmp{png.suffix}")
     temporary_state = state.with_name(f".{state.stem}.tmp{state.suffix}")
-    if any(
-        path.exists() for path in (png, state, temporary_png, temporary_state)
-    ):
+    if any(path.exists() for path in (png, state, temporary_png, temporary_state)):
         raise FileExistsError(f"refusing stale Lamé output for {asset['asset_id']}")
     pvs.SaveScreenshot(
         str(temporary_png),
diff --git a/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-run.py b/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-run.py
index 636b2c80..d36a1be9 100644
--- a/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-run.py
+++ b/exp/2026/08/19/material-physics-group-meeting-assets/src/10-lame-run.py
@@ -269,9 +269,7 @@ def _load_result(
         "rest_points": np.asarray(mesh.points, dtype=np.float64),
         "global_ids": global_ids,
         "displacement": np.asarray(mesh.point_data["Displacement"], dtype=np.float64),
-        "target": np.asarray(
-            mesh.point_data["TargetDisplacement"], dtype=np.float64
-        ),
+        "target": np.asarray(mesh.point_data["TargetDisplacement"], dtype=np.float64),
         "activation": np.asarray(mesh.cell_data["Activation"], dtype=np.float64),
         "is_fixed": np.asarray(mesh.point_data["IsFixed"], dtype=bool),
         "skin_indices": skin_indices,
@@ -378,9 +376,7 @@ def _write_surface(
         },
         "cell_array_hashes": {
             "AreaRatio": _raw_sha256(area_ratio, dtype="<f8"),
-            "AreaStrainPercent": _raw_sha256(
-                area_strain_percent, dtype="<f8"
-            ),
+            "AreaStrainPercent": _raw_sha256(area_strain_percent, dtype="<f8"),
         },
         "metrics": metrics,
     }
@@ -392,9 +388,7 @@ def _validate_analysis() -> dict[str, dict[str, Any]]:
     if analysis.get("complete") is not True:
         raise ValueError("pinned conversion analysis is incomplete")
     wanted = {("full-3d-replay", "zero"), ("full-plane-stress", "zero")}
-    rows = {
-        (str(row["case"]), str(row["seed"])): row for row in analysis["cases"]
-    }
+    rows = {(str(row["case"]), str(row["seed"])): row for row in analysis["cases"]}
     if not wanted <= rows.keys():
         raise KeyError("pinned conversion analysis lost the zero-seed full-domain pair")
     output = {
@@ -532,12 +526,15 @@ def main(cfg: Config) -> None:
         strains.append(case_strain)
 
     pooled_abs_p99 = float(np.quantile(np.abs(np.concatenate(strains)), 0.99))
-    if not math.isclose(
-        pooled_abs_p99,
-        EXPECTED_POOLED_ABS_P99_PERCENT,
-        rel_tol=0.0,
-        abs_tol=1.0e-12,
-    ) or round(pooled_abs_p99, 3) != STRAIN_LIMIT_PERCENT:
+    if (
+        not math.isclose(
+            pooled_abs_p99,
+            EXPECTED_POOLED_ABS_P99_PERCENT,
+            rel_tol=0.0,
+            abs_tol=1.0e-12,
+        )
+        or round(pooled_abs_p99, 3) != STRAIN_LIMIT_PERCENT
+    ):
         raise ValueError("Lamé shared area-strain scale changed")
 
     assets = [
diff --git a/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-assets.py b/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-assets.py
index 7d0e101d..185c8225 100644
--- a/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-assets.py
+++ b/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-assets.py
@@ -35,9 +35,7 @@
 RENDERER = Path(__file__).with_name("20-ablation-render-paraview.py")
 PVBATCH = Path("/usr/bin/pvbatch")
 
-BASELINE_DATA = (
-    REPO_ROOT / "exp/2026/08/18/human-face-smile-plane-stress-skin/data"
-)
+BASELINE_DATA = REPO_ROOT / "exp/2026/08/18/human-face-smile-plane-stress-skin/data"
 SELECTIVE_DATA = (
     REPO_ROOT
     / "exp/2026/08/19/human-face-smile-selective-skin-energy-prestrain-inverse/data"
@@ -47,10 +45,11 @@
     / "exp/2026/08/19/human-face-smile-fat-floor-skin-energy-prestrain-inverse/data"
 )
 HEURISTIC_DATA = (
-    REPO_ROOT
-    / "exp/2026/08/17/human-face-smile-material-heuristic-sweep/data"
+    REPO_ROOT / "exp/2026/08/17/human-face-smile-material-heuristic-sweep/data"
+)
+REGISTERED_ANALYZER = (
+    SELECTIVE_DATA.parent / "src/30-analyze-selective-skin-prestrain.py"
 )
-REGISTERED_ANALYZER = SELECTIVE_DATA.parent / "src/30-analyze-selective-skin-prestrain.py"
 METRIC_SKIN = HEURISTIC_DATA / "10-material-candidates/skin-e100-p000.vtp"
 
 
@@ -466,7 +465,9 @@ def _registered_metrics(
     metric_skin = pv.read(METRIC_SKIN)
     basis = module._build_basis(baseline, skin, metric_skin)  # noqa: SLF001
     if render_input_dir.exists():
-        raise FileExistsError(f"refusing to overwrite render inputs: {render_input_dir}")
+        raise FileExistsError(
+            f"refusing to overwrite render inputs: {render_input_dir}"
+        )
     render_input_dir.mkdir(parents=False)
     if not np.all(basis.loss_mask[basis.skin_mesh_ids]):
         raise ValueError("not every IsFace surface point belongs to LossMask")
@@ -509,7 +510,9 @@ def _registered_metrics(
         if not np.array_equal(
             np.asarray(surface.point_data["TargetNormalResidualMM"]), residual_mm
         ):
-            raise ValueError(f"{case_id} render residual differs from registered metric")
+            raise ValueError(
+                f"{case_id} render residual differs from registered metric"
+            )
         displacement = np.asarray(frame.point_data["Displacement"], dtype=np.float64)
         full_residual = displacement - basis.target
         point_error_mm = 1.0e3 * np.linalg.norm(
@@ -521,9 +524,7 @@ def _registered_metrics(
         objective_rms_from_points_mm = math.sqrt(
             (
                 float(np.dot(point_error_mm, point_error_mm))
-                + float(
-                    np.dot(off_surface_point_error_mm, off_surface_point_error_mm)
-                )
+                + float(np.dot(off_surface_point_error_mm, off_surface_point_error_mm))
             )
             / int(np.count_nonzero(basis.loss_mask))
         )
@@ -555,17 +556,13 @@ def _registered_metrics(
             "activation_rms": float(row["activation/rms"]),
             "folded_skin_triangles": int(row["quality/skin_folded_triangles"]),
             "inverted_tets": int(row["quality/inverted_tets"]),
-            "fixed_displacement_exact_zero": bool(
-                row["fixed/displacement_exact_zero"]
-            ),
+            "fixed_displacement_exact_zero": bool(row["fixed/displacement_exact_zero"]),
             "surface_path": str(CASE_SPECS[case_id]["surface"].path.resolve()),
             "surface_residual_sha256_le_f8": _array_sha256(residual_mm),
             "render_surface_path": render_inputs[case_id]["path"],
             "target_point_error_sha256_le_f8": _array_sha256(point_error_mm),
             "surface_objective_point_count": int(point_error_mm.size),
-            "off_surface_objective_point_count": int(
-                off_surface_point_error_mm.size
-            ),
+            "off_surface_objective_point_count": int(off_surface_point_error_mm.size),
             "objective_point_count": int(np.count_nonzero(basis.loss_mask)),
             "surface_point_error_rms_mm": float(
                 np.linalg.norm(point_error_mm) / math.sqrt(point_error_mm.size)
@@ -631,7 +628,9 @@ def _expected_outputs() -> list[Path]:
     names.extend(
         f"20-ablation-step40-{case.lower()}-point-error" for case in CASE_ORDER
     )
-    return [ASSET_DIR / f"{name}.{suffix}" for name in names for suffix in ("png", "pvsm")]
+    return [
+        ASSET_DIR / f"{name}.{suffix}" for name in names for suffix in ("png", "pvsm")
+    ]
 
 
 def _validate_outputs() -> list[dict[str, Any]]:
@@ -642,7 +641,10 @@ def _validate_outputs() -> list[dict[str, Any]]:
     records = []
     for path in expected:
         if path.suffix == ".png":
-            if _png_dimensions(path) != IMAGE_RESOLUTION or path.stat().st_size < 20_000:
+            if (
+                _png_dimensions(path) != IMAGE_RESOLUTION
+                or path.stat().st_size < 20_000
+            ):
                 raise ValueError(f"invalid rendered PNG: {path}")
         else:
             text = path.read_text(encoding="utf-8", errors="strict")[:2_048]
@@ -718,9 +720,7 @@ def main(cfg: Config) -> None:
         "cases": {
             case_id: {
                 **metrics[case_id],
-                "material_path": str(
-                    CASE_SPECS[case_id]["material"].path.resolve()
-                ),
+                "material_path": str(CASE_SPECS[case_id]["material"].path.resolve()),
                 "surface_path": str(CASE_SPECS[case_id]["surface"].path.resolve()),
                 "material_identity": input_identities[case_id]["material"],
                 "surface_identity": input_identities[case_id]["surface"],
@@ -799,9 +799,7 @@ def main(cfg: Config) -> None:
             {
                 f"{case_id}/target_rms_mm": metrics[case_id]["target_rms_mm"],
                 f"{case_id}/D_deg": metrics[case_id]["contraction_dihedral_rms_deg"],
-                f"{case_id}/L_mm": metrics[case_id][
-                    "residual_normal_laplacian_rms_mm"
-                ],
+                f"{case_id}/L_mm": metrics[case_id]["residual_normal_laplacian_rms_mm"],
                 f"{case_id}/folds": metrics[case_id]["folded_skin_triangles"],
             }
         )
@@ -842,9 +840,7 @@ def main(cfg: Config) -> None:
         "outputs": outputs,
         "output_count": len(outputs),
         "separate_png_count": sum(item["path"].endswith(".png") for item in outputs),
-        "separate_pvsm_count": sum(
-            item["path"].endswith(".pvsm") for item in outputs
-        ),
+        "separate_pvsm_count": sum(item["path"].endswith(".pvsm") for item in outputs),
         "visualization_only": True,
         "forward_or_inverse_executed": False,
     }
diff --git a/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-render-paraview.py b/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-render-paraview.py
index 1c63a1a7..3e002fe4 100644
--- a/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-render-paraview.py
+++ b/exp/2026/08/19/material-physics-group-meeting-assets/src/20-ablation-render-paraview.py
@@ -220,9 +220,7 @@ def _render_material(
     )
 
 
-def _case_title(
-    case_id: str, case: dict[str, Any], mode: str
-) -> tuple[str, str]:
+def _case_title(case_id: str, case: dict[str, Any], mode: str) -> tuple[str, str]:
     if case_id == "H0P0":
         material = "E=.2 MPa | p000"
     elif case_id == "H0P1":
@@ -296,11 +294,14 @@ def _render_case(
     point, _cell, n_points, n_cells = _fetch_names(reader)
     if n_points != EXPECTED_POINTS or n_cells != EXPECTED_TRIANGLES:
         raise ValueError(f"{case_id} surface dimensions changed")
-    if not {
-        "TargetNormalResidualMM",
-        "TargetPointErrorMM",
-        "DisplacementMM",
-    } <= point:
+    if (
+        not {
+            "TargetNormalResidualMM",
+            "TargetPointErrorMM",
+            "DisplacementMM",
+        }
+        <= point
+    ):
         raise KeyError(f"{case_id} surface fields changed")
     view = _new_view(contract["camera"])
     display = pvs.Show(reader, view, "GeometryRepresentation")
diff --git a/exp/2026/08/19/material-physics-group-meeting-assets/src/30-cuboid-build-assets.py b/exp/2026/08/19/material-physics-group-meeting-assets/src/30-cuboid-build-assets.py
index 075853e8..5dc76393 100644
--- a/exp/2026/08/19/material-physics-group-meeting-assets/src/30-cuboid-build-assets.py
+++ b/exp/2026/08/19/material-physics-group-meeting-assets/src/30-cuboid-build-assets.py
@@ -283,9 +283,10 @@ def prepare_contract(
         if (mesh.n_points, mesh.n_cells) != (expected_points, expected_cells):
             raise ValueError(f"mesh dimensions changed for {case_id}")
         displacement = np.asarray(mesh.point_data["Displacement"], dtype=np.float64)
-        if displacement.shape != (mesh.n_points, 3) or not np.isfinite(
-            displacement
-        ).all():
+        if (
+            displacement.shape != (mesh.n_points, 3)
+            or not np.isfinite(displacement).all()
+        ):
             raise ValueError(f"invalid displacement for {case_id}")
         u_y_parts.append(displacement[:, 1])
         cases.append(
@@ -338,9 +339,7 @@ def plot_metrics(rows: list[dict[str, Any]]) -> dict[str, Any]:
     from matplotlib import pyplot as plt
 
     thickness = np.asarray([float(row["top_fat_thickness"]) for row in rows])
-    variation = np.asarray(
-        [float(row["top_grid/u_y_p95_minus_p05"]) for row in rows]
-    )
+    variation = np.asarray([float(row["top_grid/u_y_p95_minus_p05"]) for row in rows])
     laplacian = np.asarray([float(row["top_grid/laplacian_rms"]) for row in rows])
     variation_reduction = 1.0 - variation[-1] / variation[0]
     laplacian_reduction = 1.0 - laplacian[-1] / laplacian[0]
@@ -555,9 +554,10 @@ def write_report(rows: list[dict[str, Any]], receipt: dict[str, Any]) -> None:
 def main(cfg: Config) -> None:
     if os.environ.get("DEBUG") != "1":
         raise RuntimeError("set DEBUG=1; this historical asset build is local-only")
-    if Path(cfg.input_summary).resolve() != (
-        ARCHIVE_ROOT / SOURCE_FILES["summary_json"].relative_path
-    ).resolve():
+    if (
+        Path(cfg.input_summary).resolve()
+        != (ARCHIVE_ROOT / SOURCE_FILES["summary_json"].relative_path).resolve()
+    ):
         raise ValueError("source summary cannot be overridden")
     if Path(cfg.output_receipt).resolve() != RECEIPT.resolve():
         raise ValueError("receipt output cannot be overridden")