diff --git a/sync/last_live_r_parity_report.md b/sync/last_live_r_parity_report.md
index 09eb22d..f3be5ad 100644
--- a/sync/last_live_r_parity_report.md
+++ b/sync/last_live_r_parity_report.md
@@ -10,5 +10,5 @@
 
 Mapped parity tests recomputed every R value from the freshly installed live R NNS and the Python implementation did not match. Public Python behavior differs from live R at the recorded commit.
 
-Failing command: `/opt/hostedtoolcache/Python/3.11.15/x64/bin/python -m pytest -q -n 0 tests/parity/test_practical_examples.py tests/parity/test_r13_smoke.py`
+Failing command: `/opt/hostedtoolcache/Python/3.11.15/x64/bin/python -m pytest -q -n 0 tests/parity`
 Exit status: `1`
diff --git a/sync/last_r_api_inspection.md b/sync/last_r_api_inspection.md
index 79defb7..d942991 100644
--- a/sync/last_r_api_inspection.md
+++ b/sync/last_r_api_inspection.md
@@ -2,25 +2,44 @@
 
 ## Changed files
 
-- `R/ARMA.R`
+- `DESCRIPTION`
+- `NNS_13.1.tar.gz`
+- `NNS_13.1.zip`
+- `book/chapter-03-distribution-theory-from-partial-moments.Rmd`
+- `book/chapter-09-why-correlation-fails.Rmd`
+- `book/chapter-10-directional-dependence.Rmd`
+- `book/chapter-11-directional-spectral-decomposition.Rmd`
+- `book/chapter-12-copula-interpretation.Rmd`
+- `book/chapter-15-distribution-comparison.Rmd`
+- `book/chapter-17-prediction-intervals.Rmd`
+- `book/chapter-18-recursive-mean-split-estimation.Rmd`
+- `book/chapter-20-synthetic-data-and-maximum-entropy-bootstrap.Rmd`
+- `book/chapter-21-clustering.Rmd`
+- `book/chapter-22-nonparametric-regression.Rmd`
+- `book/chapter-23-classification.Rmd`
+- `book/chapter-24-ensemble-methods.Rmd`
+- `book/chapter-25-nonparametric-time-series-models.Rmd`
+- `book/chapter-26-multivariate-forecasting.Rmd`
+- `book/chapter-28-appendix-notation-and-function-reference.Rmd`
+- `book/index.Rmd`
+- `src/NNS.dll`
 
 ## Affected Python modules
 
-- `src/nns/arma.py`
+- `pyproject.toml`
+- `tests/_r_cache.json`
+- `tools/NNS`
 
 ## Parity tests to run
 
-- `tests/parity/test_practical_examples.py`
-- `tests/parity/test_r13_smoke.py`
+- `tests/parity`
 
 ## Cache scope
 
-- `NNS.ARMA`
-- `NNS.ARMA.optim`
-- `NNS.VAR`
+- None mapped
 
 ## Required actions
 
-- Fresh cache required: `False`
+- Fresh cache required: `True`
 - Export review required: `False`
 - Unmapped R files present: `False`
diff --git a/sync/last_r_api_plan.json b/sync/last_r_api_plan.json
index 6fef8d5..5767508 100644
--- a/sync/last_r_api_plan.json
+++ b/sync/last_r_api_plan.json
@@ -1,20 +1,37 @@
 {
   "changed_files": [
-    "R/ARMA.R"
+    "DESCRIPTION",
+    "NNS_13.1.tar.gz",
+    "NNS_13.1.zip",
+    "book/chapter-03-distribution-theory-from-partial-moments.Rmd",
+    "book/chapter-09-why-correlation-fails.Rmd",
+    "book/chapter-10-directional-dependence.Rmd",
+    "book/chapter-11-directional-spectral-decomposition.Rmd",
+    "book/chapter-12-copula-interpretation.Rmd",
+    "book/chapter-15-distribution-comparison.Rmd",
+    "book/chapter-17-prediction-intervals.Rmd",
+    "book/chapter-18-recursive-mean-split-estimation.Rmd",
+    "book/chapter-20-synthetic-data-and-maximum-entropy-bootstrap.Rmd",
+    "book/chapter-21-clustering.Rmd",
+    "book/chapter-22-nonparametric-regression.Rmd",
+    "book/chapter-23-classification.Rmd",
+    "book/chapter-24-ensemble-methods.Rmd",
+    "book/chapter-25-nonparametric-time-series-models.Rmd",
+    "book/chapter-26-multivariate-forecasting.Rmd",
+    "book/chapter-28-appendix-notation-and-function-reference.Rmd",
+    "book/index.Rmd",
+    "src/NNS.dll"
   ],
   "affected_python_modules": [
-    "src/nns/arma.py"
+    "pyproject.toml",
+    "tests/_r_cache.json",
+    "tools/NNS"
   ],
   "parity_tests": [
-    "tests/parity/test_practical_examples.py",
-    "tests/parity/test_r13_smoke.py"
+    "tests/parity"
   ],
-  "cache_scope": [
-    "NNS.ARMA",
-    "NNS.ARMA.optim",
-    "NNS.VAR"
-  ],
-  "requires_fresh_cache": false,
+  "cache_scope": [],
+  "requires_fresh_cache": true,
   "requires_export_review": false,
   "has_unmapped_r_files": false,
   "unmapped_r_files": [],