diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/SHA256SUMS b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/SHA256SUMS
new file mode 100644
index 0000000000000000000000000000000000000000..88416f040cdd3b99062c4cf4e458ebf1344736d0
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/SHA256SUMS
@@ -0,0 +1,57 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/feature_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/feature_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..db76da48914e1076afd399b9d630dda9cdd9466c
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/feature_swd_rho05.json
@@ -0,0 +1,187 @@
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/feature_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/feature_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..baf1610c870c76b975514960a7ce8bb4a23fccb1
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/feature_swd_rho20.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot.json
new file mode 100644
index 0000000000000000000000000000000000000000..1be2d6a75847f4d02872ddcf2f6e9fc42b018f6c
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ab32d8461a491879054aa9c420bd7c4e5b38260
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot_02.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c35958c01194a8475868a0ca7422e9556c3ba68
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/no_ot_03.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/rgb_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/rgb_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..16e5e1f200c0bab76e51424b57b38b4c58466f10
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/rgb_swd_rho05.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/rgb_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/rgb_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8a1c05813fee55cef9b4224aca8c47ab895d696
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/rgb_swd_rho20.json
@@ -0,0 +1,187 @@
+{
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/selected_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/selected_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..02c78c9253b7e9c1d03ffe0e7353b84007c9b898
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/selected_02.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/selected_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/selected_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce5990a4088b700d4a3ec7dbc3f3582ec005094a
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/audi_etron/selected_03.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/feature_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/feature_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..fe3216cdfdd97db88d7dc15e51a50e2e93c70dfe
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/feature_swd_rho05.json
@@ -0,0 +1,187 @@
+{
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/feature_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/feature_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..bef325084be5554b836e4c8032f2ba382169589d
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/feature_swd_rho20.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot.json
new file mode 100644
index 0000000000000000000000000000000000000000..866587668eb83bae12c17baff26d3d92b9f8cd05
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..b831053d1124deebde77d925bb201caaab591720
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot_02.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..fcca863a2e35b426a4930b13b721d2b93d510808
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/no_ot_03.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/rgb_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/rgb_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..ee806c49bc632d6680403a1cf7571d6b666cb12f
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/rgb_swd_rho05.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/rgb_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/rgb_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0e145f95d4dd98e83a7c3dd23de858355752d44
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/rgb_swd_rho20.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/selected_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/selected_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc2f8189b867aad3f991e3ffcfb3b54dcd6a4d75
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/selected_02.json
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/selected_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/selected_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d364d30764f85a1c0e411a1fc14c6defdacbfdc
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/ford_mustang/selected_03.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/feature_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/feature_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..f86633b1e7189b12f96ec52e172d59e5b3c56297
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/feature_swd_rho05.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/feature_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/feature_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..2fb94e34f444d6309fe07b1d697e4f7617c84624
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/feature_swd_rho20.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot.json
new file mode 100644
index 0000000000000000000000000000000000000000..f150203e3a5c336b6acac9bb3a3063b187cb33e8
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4944b504ebe0f1dd8d004d3951581c36b9e05bf
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot_02.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..1504c2ca9c8a5f2a7137937cee8d767b6f1aadbb
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/no_ot_03.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/rgb_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/rgb_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a2fcc5672d22dcd1997c9a69f0565b847aafa61
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/rgb_swd_rho05.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/rgb_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/rgb_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..59c98fdd1e187204812caa1d67babe19094cc482
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/rgb_swd_rho20.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/selected_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/selected_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..5189b2f1567240446c2f73d9918212fca70b2bcb
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/selected_02.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/selected_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/selected_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6da57d9fd0274e40cd26d88619fd907a438ec95
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/jeep_wrangler_rubicon/selected_03.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/feature_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/feature_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..bd813fd86b5e8939b0b7d2fd92abce2aeddeed5b
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/feature_swd_rho05.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/feature_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/feature_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..c05538a1c2d5aa0eab1da1df771a309246a37784
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/feature_swd_rho20.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot.json
new file mode 100644
index 0000000000000000000000000000000000000000..ce9bb309a88b5e972afb7ee59c01703de6ee3c36
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot.json
@@ -0,0 +1,187 @@
+{
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..bdcae8e1842aeab972b7033bb9bc202092517429
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot_02.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..4595bb494c844a34b3364b54001212400fd8f13b
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/no_ot_03.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/rgb_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/rgb_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d5ccfee43716dd37f23cc81f908600c05791514
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/rgb_swd_rho05.json
@@ -0,0 +1,187 @@
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/rgb_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/rgb_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..de441d80bff307e6f17bc4cf6969cf5a573fdf91
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/rgb_swd_rho20.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/selected_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/selected_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..88cc9638d2b41e641ac4c63fff7359411e53da70
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/selected_02.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/selected_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/selected_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..9d09dc16f7734fb4ce4c709236e2c9ac053ed316
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/lincoln_mkz_2017/selected_03.json
@@ -0,0 +1,187 @@
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/feature_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/feature_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..9ff2ea75b9b6793b7471b32c5ec98c9dc0b6679e
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/feature_swd_rho05.json
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/feature_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/feature_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0a8c6512f4b1d84e8f9e1c53bbcb108fca76d6e
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/feature_swd_rho20.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot.json
new file mode 100644
index 0000000000000000000000000000000000000000..85f0471b0b9322f650a449b19e8cc5966785f7ca
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..59a2dcd7b279a9bfe264babed61c764329635a54
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot_02.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..32ebd3e48489514788be56491256d46758f3427e
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/no_ot_03.json
@@ -0,0 +1,187 @@
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/rgb_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/rgb_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..b983ab0d495e7204495ed3dec05a8699acd71161
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/rgb_swd_rho05.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/rgb_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/rgb_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa5da2b46b908742fe5b2a6f578855b3bf546fd9
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/rgb_swd_rho20.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/selected_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/selected_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..f180597de2716b3347a9a68a2649d83786091ab1
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/selected_02.json
@@ -0,0 +1,187 @@
+{
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/selected_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/selected_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..8967ae744b060d5b2eed47ff63544068b17d369c
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/tesla_model3/selected_03.json
@@ -0,0 +1,187 @@
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/feature_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/feature_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..ea498d9476a52e91972a13a8913f7b95219f7c3d
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/feature_swd_rho05.json
@@ -0,0 +1,187 @@
+{
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/feature_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/feature_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..120e9c3c984ea8e89218fbf3ae96c72248208ce4
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/feature_swd_rho20.json
@@ -0,0 +1,187 @@
+{
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot.json
new file mode 100644
index 0000000000000000000000000000000000000000..8146bd3058b7a532a4e82bf675995589f0c0d1b8
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..e98fbe1b007a5c840aeb28d02a2900ed861e0c5f
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot_02.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..af69af3bd222d8effc3b1428de92ca118d0fc984
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/no_ot_03.json
@@ -0,0 +1,187 @@
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/rgb_swd_rho05.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/rgb_swd_rho05.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4bf91b92002150235baa18e27f18f2fc74a0417
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/rgb_swd_rho05.json
@@ -0,0 +1,187 @@
+{
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/rgb_swd_rho20.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/rgb_swd_rho20.json
new file mode 100644
index 0000000000000000000000000000000000000000..9eae493f1b0f4b20a745b8f13d9830c778ab595d
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/rgb_swd_rho20.json
@@ -0,0 +1,187 @@
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diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/selected_02.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/selected_02.json
new file mode 100644
index 0000000000000000000000000000000000000000..afd866ce798ad66708c8e097dd7bbf7f751b2a17
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/selected_02.json
@@ -0,0 +1,187 @@
+{
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+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/selected_03.json b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/selected_03.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ba724d787cbec60b95ed27daaa33a5b2e334178
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/evaluation/heldout_proxy/records/toyota_prius/selected_03.json
@@ -0,0 +1,187 @@
+{
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+      "reference_sample_seed": 5343836098545722659,
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+  "vehicle": "toyota.prius"
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/candidate_freeze.json b/development/20260812/stage30_ot_pareto_v1/final/records/candidate_freeze.json
new file mode 100644
index 0000000000000000000000000000000000000000..538e89db3e9c840e3be2eb50383c1f68926e7ef0
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/candidate_freeze.json
@@ -0,0 +1,46 @@
+{
+  "audit_id": "stage30_ot_candidate_freeze_v1",
+  "checkpoint": {
+    "architecture": "zero_start_geometry_gated_residual_moe",
+    "generation_step": 6912,
+    "path": "/root/data/runs/stage29_vehicle_loss_normalized_moe_training_20260811_v1/trajectory_01/uniform/shared/training/checkpoints/final.pt",
+    "sha256": "052ed18e10289e7587d6c437c43831fe75919272ef9a0334e5ac9e89b4e3a2c7",
+    "vehicle_objective_weights": {
+      "audi.etron": 1.0,
+      "ford.mustang": 1.0,
+      "jeep.wrangler_rubicon": 1.0,
+      "tesla.model3": 1.0
+    }
+  },
+  "claim_boundary": "This record freezes one development checkpoint for a future matched OT/no-OT experiment. It is not OT, naturalness, cross-vehicle confirmation, detector-transfer, physical, SOTA, or novelty evidence.",
+  "excluded_from_resolver": [
+    "Nissan",
+    "all Stage 26 vehicles",
+    "held-out natural-texture evaluation bank",
+    "within-arm checkpoint ranking",
+    "Stage 30 outcome"
+  ],
+  "resolver": {
+    "reason": "directional_development_support_not_passed",
+    "selected_arm": "uniform",
+    "stage29_directional_development_support": false,
+    "trajectory": "trajectory_01"
+  },
+  "schema_version": 1,
+  "selection_scope": "stage29_objective_arm_only_no_within_arm_checkpoint_ranking",
+  "stage29_evidence": {
+    "all_required_queue_exits_zero": true,
+    "evaluation_summary_path": "/root/data/runs/stage29_vehicle_loss_normalized_moe_evaluation_development_20260811_v1/summary.json",
+    "evaluation_summary_sha256": "ab6b97fc6b4679cd2040dc791586096b09e416a3b56d6fdc0c0fe265c836c988",
+    "hugging_face_fixed_revision": "22012b06abc98211a54de42db703df5bad91177a",
+    "training_summary_path": "/root/data/runs/stage29_vehicle_loss_normalized_moe_training_20260811_v1/trajectory_01/uniform/training_summary.json",
+    "training_summary_sha256": "470b95576ff9ea1837439b72752dfc4ae3d0a0a6b2c8639800736fb372a31269"
+  },
+  "stage30_protocol": {
+    "code_seal_path": "/root/data/drc-stage30-4f03401/experiments/protocols/stage30_ot_pareto_code_seal_v1.json",
+    "code_seal_sha256": "b2f44caa542e2117d6520dfda340492df2608efd7ddf23d771a5f77148847a31",
+    "path": "/root/data/drc-stage30-4f03401/experiments/protocols/stage30_ot_pareto_development_v1.json",
+    "sha256": "e7eb8756f15c4353ea3ce3c75ee98d8dd7960dcd89d46c085b7b0825d69b23e7"
+  },
+  "status": "frozen_before_any_stage30_optimizer_update_or_evaluation_bank_access"
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/final_pareto_summary.json b/development/20260812/stage30_ot_pareto_v1/final/records/final_pareto_summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..81a0ce6e366c453fee7377bf280cdcd0fae4cb08
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/final_pareto_summary.json
@@ -0,0 +1,93 @@
+{
+  "attack_improvement_required_for_proxy_support": false,
+  "audit_id": "stage30_ot_pareto_summary_v1",
+  "claim_boundary": "A positive status supports only lower held-out automated texture-distribution proxies at the exactly reported attack tradeoff inside the tested unified MoE generator. Human naturalness still requires a blinded preference study; this result cannot establish unseen-vehicle confirmation, detector transfer, physical robustness, SOTA, independent replication, or novelty of Wasserstein loss alone.",
+  "code_seal_sha256": "b2f44caa542e2117d6520dfda340492df2608efd7ddf23d771a5f77148847a31",
+  "directional_automated_proxy_support": true,
+  "human_naturalness_evidence": false,
+  "input_sha256": {
+    "heldout_proxy": "cb6d5833f99264c6dddb4754da381cf2756b2e9b530fa9e66082a54ab00d5387",
+    "replay_attack": "672fc95e9d08b6964021778baab49e4a2aa5ce43e983fd71a75d340dded22ea7",
+    "screen_attack": "636959dea479142a79449c9d8fd86bdbf06ade844839a265ade4f33b1dc72634",
+    "screen_reference": "b71fce06743fd0d410e8c9465d5415259cac25600f161cafe04bfc7916056e9b",
+    "selection": "8fccb2dd3e7f2c88196ed57b482c0d4fa64e94aeea52dcb7786e42968ee5c5dd"
+  },
+  "protocol_sha256": "e7eb8756f15c4353ea3ce3c75ee98d8dd7960dcd89d46c085b7b0825d69b23e7",
+  "schema_version": 1,
+  "selected_replay": {
+    "attack_delta_by_trajectory": {
+      "trajectory_01": {
+        "ap_delta": -0.0001825066263907993,
+        "asr_delta": 0.00048661751347689464,
+        "confidence_drop_delta": 0.00028356800986406583
+      },
+      "trajectory_02": {
+        "ap_delta": -9.979223775954948e-05,
+        "asr_delta": -0.0002991538814046124,
+        "confidence_drop_delta": -0.0001827414342738254
+      },
+      "trajectory_03": {
+        "ap_delta": -0.00012772843288638702,
+        "asr_delta": -0.0006649592207617072,
+        "confidence_drop_delta": -0.0005905731250502866
+      }
+    },
+    "favorable_trajectories": [
+      "trajectory_01",
+      "trajectory_02",
+      "trajectory_03"
+    ],
+    "favorable_trajectory_count": 3,
+    "favorable_vehicle_count": 6,
+    "favorable_vehicles": [
+      "audi.etron",
+      "ford.mustang",
+      "jeep.wrangler_rubicon",
+      "lincoln.mkz_2017",
+      "tesla.model3",
+      "toyota.prius"
+    ],
+    "heldout_composite_ratio_by_trajectory": {
+      "trajectory_01": 0.9936528175741581,
+      "trajectory_02": 0.9932452737604709,
+      "trajectory_03": 0.9847207384401023
+    },
+    "heldout_composite_ratio_by_vehicle": {
+      "audi.etron": 0.9883711488127482,
+      "ford.mustang": 0.9899181935577009,
+      "jeep.wrangler_rubicon": 0.9902527985481155,
+      "lincoln.mkz_2017": 0.991438716863804,
+      "tesla.model3": 0.9911676995462103,
+      "toyota.prius": 0.9920619991089303
+    },
+    "heldout_composite_ratio_equal_trajectory_mean": 0.9905396099249105
+  },
+  "selected_treatment": "feature_swd_rho05",
+  "stage30a_heldout_pareto_points": {
+    "feature_swd_rho05": {
+      "attacked_ap50_95": 0.1462034804354075,
+      "heldout_composite_proxy": 0.9936528175741581
+    },
+    "feature_swd_rho20": {
+      "attacked_ap50_95": 0.14722170284797473,
+      "heldout_composite_proxy": 0.9255771010347378
+    },
+    "no_ot": {
+      "attacked_ap50_95": 0.14638800924802278,
+      "heldout_composite_proxy": 1.0
+    },
+    "rgb_swd_rho05": {
+      "attacked_ap50_95": 0.14630310927924087,
+      "heldout_composite_proxy": 0.9993241214850915
+    },
+    "rgb_swd_rho20": {
+      "attacked_ap50_95": 0.14792585254652246,
+      "heldout_composite_proxy": 0.9524810350671257
+    }
+  },
+  "stage30a_nondominated_models": [
+    "feature_swd_rho05",
+    "feature_swd_rho20"
+  ],
+  "status": "directional_heldout_texture_proxy_support"
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/hf_transport_repair_amendment.json b/development/20260812/stage30_ot_pareto_v1/final/records/hf_transport_repair_amendment.json
new file mode 100644
index 0000000000000000000000000000000000000000..af6155011935a82004204f62003594ac57251613
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/hf_transport_repair_amendment.json
@@ -0,0 +1,60 @@
+{
+  "schema_version": 1,
+  "audit_id": "stage30b_hf_transport_repair_amendment_v1",
+  "status": "frozen_after_hf_transport_failure_while_sealed_attack_replay_was_running",
+  "recorded_at_cst": "2026-08-13T02:56:00+08:00",
+  "paper_role": "Evidence durability and operational continuation only; this tests neither unified generation nor OT naturalness.",
+  "source_protocol": {
+    "path": "experiments/protocols/stage30_ot_pareto_development_v1.json",
+    "sha256": "e7eb8756f15c4353ea3ce3c75ee98d8dd7960dcd89d46c085b7b0825d69b23e7"
+  },
+  "retained_failure": {
+    "queue": "/root/data/runs/stage30_ot_pareto_queue_20260812_v1_seed_order_repair1",
+    "exit_file": "stage30b_training_upload.exit",
+    "exit_code": 1,
+    "failure": "HTTPS SSL unexpected EOF during repository create request",
+    "failed_log_sha256": "141d7e912f524f78f8be4c6d3a5f1032a67846f391120b65bf038c714cb87a20"
+  },
+  "immutable_upload_source": {
+    "path": "/root/data/runs/stage30_ot_pareto_hf_staging_20260812_seed_order_repair1",
+    "stage30b_manifest_relative_path": "development/20260812/stage30_ot_pareto_v1/stage30b_training/SHA256SUMS",
+    "stage30b_manifest_sha256": "3ae8e6ccc8dd915fdbebcbadfed4b5afe7a37faaa76d11ad496333b06fa1c74f"
+  },
+  "frozen_continuation_inputs": {
+    "sealed_worktree_commit": "4f034018830486827ea93c1e94909cef7353deb1",
+    "code_seal_sha256": "b2f44caa542e2117d6520dfda340492df2608efd7ddf23d771a5f77148847a31",
+    "seed_order_amendment_sha256": "a5cb9ab7921a62d747528b232857f0893822c9d34ffd08b74592e37a7b58ab5a",
+    "stage30a_manifest_sha256": "88d7210e2ae7f548c52af9f2aff984ae858b10b99af5e4ef62c0de4e6ce51a56",
+    "selection_record_sha256": "8fccb2dd3e7f2c88196ed57b482c0d4fa64e94aeea52dcb7786e42968ee5c5dd",
+    "screen_durability_record_sha256": "31249e49e8f721d54ec8aec0382197c3946f86e6edef3a8fc2dd34e23022b96a",
+    "dataset_revision": "fbf13761864b2ee2dd90fc765355ba997a5e0148",
+    "evaluation_bank_sha256": "6ce15aba91824f3568fc08dce9cd8ca80b20cd5e0d4a2fff37ff168166806b1f"
+  },
+  "repair": {
+    "fresh_record_path": "/root/data/runs/stage30_ot_pareto_hf_upload_repair_20260813_v1",
+    "repair_record_sha256": "445a95f7979f03993512ac56d4853b944d2122bc991238ea679ea280eea9677e",
+    "upload_destination": "bailuyucha/differentiable-render-camouflage-checkpoints",
+    "source_files_changed": false,
+    "retry_count_maximum": 6,
+    "fixed_revision_readback_required": true,
+    "local_and_downloaded_manifests_must_match": true,
+    "original_failed_exit_is_immutable": true
+  },
+  "continuation_preconditions": [
+    "The sealed attack replay process exits zero and its artifact manifest verifies.",
+    "The original controller retains exit 80 caused only by the retained upload exit 1.",
+    "The independent upload repair exits zero from the identical staging tree.",
+    "The Stage30A and Stage30B release manifests retain their frozen hashes.",
+    "No held-out evaluation bank is present before fixed-revision training durability is re-established."
+  ],
+  "scientific_invariants": {
+    "models_and_checkpoints_unchanged": true,
+    "training_trajectories_and_optimizer_updates_unchanged": true,
+    "attack_replay_inputs_outputs_and_estimators_unchanged": true,
+    "selected_treatment_unchanged": true,
+    "vehicles_seeds_banks_thresholds_and_stopping_rules_unchanged": true,
+    "performance_access_added_by_transport_repair": false
+  },
+  "stopping_rule": "Any changed source manifest, unexpected original exit, incomplete replay, failed fixed readback, premature held-out-bank presence, or changed scientific invariant stops continuation. No model, checkpoint, endpoint, threshold, bank, seed, or selection may be replaced.",
+  "claim_boundary": "This amendment may restore durable storage and resume the already frozen Stage 30 post-training sequence. It supplies no model-effectiveness, naturalness, generalization, detector-transfer, physical, novelty, or SOTA evidence by itself."
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/stage30_evaluation_bank_access.json b/development/20260812/stage30_ot_pareto_v1/final/records/stage30_evaluation_bank_access.json
new file mode 100644
index 0000000000000000000000000000000000000000..09afa9d336c03ff4822d444b78d04624ed3908e9
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/stage30_evaluation_bank_access.json
@@ -0,0 +1,26 @@
+{
+  "all_training_and_durability_gates_pass": true,
+  "audit_id": "stage30_evaluation_bank_access_v1",
+  "candidate_checkpoint_sha256": "052ed18e10289e7587d6c437c43831fe75919272ef9a0334e5ac9e89b4e3a2c7",
+  "checkpoint_sha256_by_model": {
+    "feature_swd_rho05": "777c7b34b3fcba9ec7fb7c849574a3b5130bbd71bed1fab7f3cc24479994ae8d",
+    "feature_swd_rho20": "6b6c1f63aa26004c6c8cf6bc81ebe67ef81f969d7dea399192beef08941cc527",
+    "no_ot": "52e2cb0b12199069e7a120a7e2bc33ecd5c3ea4d3e299a5eb240bd86061a4680",
+    "no_ot_02": "513deb5b5e1fb8596bb62bba764c79e5707d647d3c9af7e6eff9c938010f8894",
+    "no_ot_03": "3046524160a66ddf1b64f95ad026f5c44444385f4a65f24a098e2846c12130c3",
+    "rgb_swd_rho05": "fcbca40f387696657223f6e781188fd4a88f325701798be9e5d1e8f6c84ec2a6",
+    "rgb_swd_rho20": "33d3660f9f995669bc1d2d0faf6981236fa2e29d039e32e8cf539ee4812edc21",
+    "selected_02": "95a311f13980a3174cfc1058feb57d25af5a4dd9ed6a60f00c6c632f7be0edc6",
+    "selected_03": "a49f06cf98d3b009a9960f935200e3fb1d17d8b22f63f384e9f0352219c23a30"
+  },
+  "claim_boundary": "This record authorizes one predeclared automated held-out texture-proxy audit. It does not authorize retuning, checkpoint replacement, human naturalness claims, or any confirmation/transfer/physical/SOTA claim.",
+  "code_seal_sha256": "b2f44caa542e2117d6520dfda340492df2608efd7ddf23d771a5f77148847a31",
+  "evaluation_bank_sha256": "6ce15aba91824f3568fc08dce9cd8ca80b20cd5e0d4a2fff37ff168166806b1f",
+  "evaluation_bank_used_to_select_any_input": false,
+  "protocol_sha256": "e7eb8756f15c4353ea3ce3c75ee98d8dd7960dcd89d46c085b7b0825d69b23e7",
+  "schema_version": 1,
+  "selected_treatment": "feature_swd_rho05",
+  "selection_record_sha256": "8fccb2dd3e7f2c88196ed57b482c0d4fa64e94aeea52dcb7786e42968ee5c5dd",
+  "status": "evaluation_bank_access_authorized_after_frozen_training",
+  "training_hugging_face_fixed_revision": "8f37dae65bdea50c136fae16821876704a240a66"
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/stage30_training_durability.json b/development/20260812/stage30_ot_pareto_v1/final/records/stage30_training_durability.json
new file mode 100644
index 0000000000000000000000000000000000000000..4dbc1bf4ecc0440fe4d322ce1fdf7c09e40aa719
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/stage30_training_durability.json
@@ -0,0 +1,21 @@
+{
+  "all_required_exits_zero": true,
+  "audit_id": "stage30_training_durability_v1",
+  "checkpoint_sha256_by_model": {
+    "feature_swd_rho05": "777c7b34b3fcba9ec7fb7c849574a3b5130bbd71bed1fab7f3cc24479994ae8d",
+    "feature_swd_rho20": "6b6c1f63aa26004c6c8cf6bc81ebe67ef81f969d7dea399192beef08941cc527",
+    "no_ot": "52e2cb0b12199069e7a120a7e2bc33ecd5c3ea4d3e299a5eb240bd86061a4680",
+    "no_ot_02": "513deb5b5e1fb8596bb62bba764c79e5707d647d3c9af7e6eff9c938010f8894",
+    "no_ot_03": "3046524160a66ddf1b64f95ad026f5c44444385f4a65f24a098e2846c12130c3",
+    "rgb_swd_rho05": "fcbca40f387696657223f6e781188fd4a88f325701798be9e5d1e8f6c84ec2a6",
+    "rgb_swd_rho20": "33d3660f9f995669bc1d2d0faf6981236fa2e29d039e32e8cf539ee4812edc21",
+    "selected_02": "95a311f13980a3174cfc1058feb57d25af5a4dd9ed6a60f00c6c632f7be0edc6",
+    "selected_03": "a49f06cf98d3b009a9960f935200e3fb1d17d8b22f63f384e9f0352219c23a30"
+  },
+  "hf_transport_repair": "stage30b_hf_transport_repair_amendment_v1",
+  "hugging_face_fixed_revision": "8f37dae65bdea50c136fae16821876704a240a66",
+  "protocol_sha256": "e7eb8756f15c4353ea3ce3c75ee98d8dd7960dcd89d46c085b7b0825d69b23e7",
+  "schema_version": 1,
+  "selection_record_sha256": "8fccb2dd3e7f2c88196ed57b482c0d4fa64e94aeea52dcb7786e42968ee5c5dd",
+  "status": "all_authorized_training_uploaded_and_fixed_revision_verified"
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/stage30a_screen_durability.json b/development/20260812/stage30_ot_pareto_v1/final/records/stage30a_screen_durability.json
new file mode 100644
index 0000000000000000000000000000000000000000..6673ade91369f82fd102604ea1fd671d7ea002a0
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/stage30a_screen_durability.json
@@ -0,0 +1,11 @@
+{
+  "all_required_exits_zero": true,
+  "attack_summary_sha256": "636959dea479142a79449c9d8fd86bdbf06ade844839a265ade4f33b1dc72634",
+  "audit_id": "stage30a_screen_durability_v1",
+  "hugging_face_fixed_revision": "5b668a361707764bc4cc257d585023d950a6bba6",
+  "operational_seed_order_repair": true,
+  "protocol_sha256": "e7eb8756f15c4353ea3ce3c75ee98d8dd7960dcd89d46c085b7b0825d69b23e7",
+  "proxy_summary_sha256": "b71fce06743fd0d410e8c9465d5415259cac25600f161cafe04bfc7916056e9b",
+  "schema_version": 1,
+  "status": "screen_artifacts_uploaded_and_fixed_revision_verified"
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/stage30a_selection.json b/development/20260812/stage30_ot_pareto_v1/final/records/stage30a_selection.json
new file mode 100644
index 0000000000000000000000000000000000000000..19026e398deead53f76f4ca487319c1205609577
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/stage30a_selection.json
@@ -0,0 +1,128 @@
+{
+  "adaptive_rho_feature_checkpoint_vehicle_seed_or_threshold_added": false,
+  "audit_id": "stage30_ot_screen_selection_v1",
+  "claim_boundary": "This is a development-only Stage 30A selection using attack metrics and the OT reference bank. It does not access held-out textures and does not establish human naturalness, confirmation, transfer, physical, SOTA, independent-replication, or novelty claims.",
+  "eligible_treatments": [
+    "rgb_swd_rho05",
+    "feature_swd_rho05"
+  ],
+  "heldout_evaluation_bank_access": false,
+  "inputs": {
+    "attack_summary_sha256": "636959dea479142a79449c9d8fd86bdbf06ade844839a265ade4f33b1dc72634",
+    "code_seal_sha256": "b2f44caa542e2117d6520dfda340492df2608efd7ddf23d771a5f77148847a31",
+    "durability_record_sha256": "31249e49e8f721d54ec8aec0382197c3946f86e6edef3a8fc2dd34e23022b96a",
+    "protocol_sha256": "e7eb8756f15c4353ea3ce3c75ee98d8dd7960dcd89d46c085b7b0825d69b23e7",
+    "reference_proxy_summary_sha256": "b71fce06743fd0d410e8c9465d5415259cac25600f161cafe04bfc7916056e9b"
+  },
+  "schema_version": 1,
+  "selected_treatment": "feature_swd_rho05",
+  "status": "one_ot_treatment_frozen_for_matched_replay",
+  "tie_break_order": [
+    "feature_swd_rho05",
+    "rgb_swd_rho05",
+    "feature_swd_rho20",
+    "rgb_swd_rho20"
+  ],
+  "treatment_records": {
+    "feature_swd_rho05": {
+      "attack_delta_vs_no_ot": {
+        "ap50_95": -0.00018452881261527,
+        "asr": 0.002262731481481428,
+        "confidence_drop": 0.0008957093181212183
+      },
+      "eligibility_gates": {
+        "asr_nonregression": true,
+        "attack_ap_noninferiority": true,
+        "confidence_drop_nonregression": true,
+        "reference_composite_below_no_ot": true,
+        "reference_composite_favorable_on_at_least_four_vehicles": true
+      },
+      "eligible": true,
+      "favorable_vehicle_count": 6,
+      "favorable_vehicles": [
+        "audi.etron",
+        "ford.mustang",
+        "jeep.wrangler_rubicon",
+        "lincoln.mkz_2017",
+        "tesla.model3",
+        "toyota.prius"
+      ],
+      "reference_composite_ratio_to_no_ot": 0.9943175454987945
+    },
+    "feature_swd_rho20": {
+      "attack_delta_vs_no_ot": {
+        "ap50_95": 0.0008336935999519457,
+        "asr": -0.0035273336649061515,
+        "confidence_drop": -0.004575681339336113
+      },
+      "eligibility_gates": {
+        "asr_nonregression": false,
+        "attack_ap_noninferiority": true,
+        "confidence_drop_nonregression": false,
+        "reference_composite_below_no_ot": true,
+        "reference_composite_favorable_on_at_least_four_vehicles": true
+      },
+      "eligible": false,
+      "favorable_vehicle_count": 6,
+      "favorable_vehicles": [
+        "audi.etron",
+        "ford.mustang",
+        "jeep.wrangler_rubicon",
+        "lincoln.mkz_2017",
+        "tesla.model3",
+        "toyota.prius"
+      ],
+      "reference_composite_ratio_to_no_ot": 0.9296467341051702
+    },
+    "rgb_swd_rho05": {
+      "attack_delta_vs_no_ot": {
+        "ap50_95": -8.489996878191519e-05,
+        "asr": 0.0013386089630792464,
+        "confidence_drop": 0.0009534850551522478
+      },
+      "eligibility_gates": {
+        "asr_nonregression": true,
+        "attack_ap_noninferiority": true,
+        "confidence_drop_nonregression": true,
+        "reference_composite_below_no_ot": true,
+        "reference_composite_favorable_on_at_least_four_vehicles": true
+      },
+      "eligible": true,
+      "favorable_vehicle_count": 6,
+      "favorable_vehicles": [
+        "audi.etron",
+        "ford.mustang",
+        "jeep.wrangler_rubicon",
+        "lincoln.mkz_2017",
+        "tesla.model3",
+        "toyota.prius"
+      ],
+      "reference_composite_ratio_to_no_ot": 0.9974240544573766
+    },
+    "rgb_swd_rho20": {
+      "attack_delta_vs_no_ot": {
+        "ap50_95": 0.0015378432984996804,
+        "asr": -0.0011371986114125376,
+        "confidence_drop": -0.0039403321667421665
+      },
+      "eligibility_gates": {
+        "asr_nonregression": true,
+        "attack_ap_noninferiority": false,
+        "confidence_drop_nonregression": false,
+        "reference_composite_below_no_ot": true,
+        "reference_composite_favorable_on_at_least_four_vehicles": true
+      },
+      "eligible": false,
+      "favorable_vehicle_count": 6,
+      "favorable_vehicles": [
+        "audi.etron",
+        "ford.mustang",
+        "jeep.wrangler_rubicon",
+        "lincoln.mkz_2017",
+        "tesla.model3",
+        "toyota.prius"
+      ],
+      "reference_composite_ratio_to_no_ot": 0.9440379452554495
+    }
+  }
+}
diff --git a/development/20260812/stage30_ot_pareto_v1/final/records/transport_repair_completion.json b/development/20260812/stage30_ot_pareto_v1/final/records/transport_repair_completion.json
new file mode 100644
index 0000000000000000000000000000000000000000..a3dd5f32be50ba8c4f09b3e0b00ce61761417bdb
--- /dev/null
+++ b/development/20260812/stage30_ot_pareto_v1/final/records/transport_repair_completion.json
@@ -0,0 +1,10 @@
+{
+  "audit_id": "stage30b_hf_transport_repair_completion_v1",
+  "hugging_face_fixed_revision": "8f37dae65bdea50c136fae16821876704a240a66",
+  "repair_record_sha256": "445a95f7979f03993512ac56d4853b944d2122bc991238ea679ea280eea9677e",
+  "schema_version": 1,
+  "scientific_inputs_changed": false,
+  "status": "identical_staging_uploaded_and_fixed_revision_verified",
+  "upload_exit": 0,
+  "upload_log_sha256": "0d23439836ef5d2087b46207fb476d8138e51234d014250741e63e384fd72b72"
+}