diff --git a/.gitignore b/.gitignore
index c83cce6..c1c8f92 100644
--- a/.gitignore
+++ b/.gitignore
@@ -16,7 +16,7 @@ __pycache__/
 
 # R cache lock and fresh-regeneration backup
 tests/_r_cache.lock
-tests/_r_cache.json.bak
+tests/_r_cache.bak/
 
 # Vendored R NNS local-install build artifacts
 tools/NNS/src/*.o
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..3026939
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,21 @@
+# Local hooks run `python -m ...` with language: system so they use the
+# project environment's interpreter — the same one that has numpy and the
+# package installed. A mypy/ruff binary from a different environment produces
+# spurious import-not-found noise (numpy stubs missing) that masks real errors
+# CI would catch; running through the project env keeps local == CI.
+repos:
+  - repo: local
+    hooks:
+      - id: ruff
+        name: ruff check (project env)
+        entry: python -m ruff check --force-exclude
+        language: system
+        types_or: [python, pyi]
+        require_serial: true
+      - id: mypy
+        name: mypy (project env)
+        entry: python -m mypy
+        language: system
+        types_or: [python, pyi]
+        pass_filenames: false
+        require_serial: true
diff --git a/docs/install.md b/docs/install.md
index e3adc7a..206f273 100644
--- a/docs/install.md
+++ b/docs/install.md
@@ -50,6 +50,15 @@ uv run ruff check .
 uv run mypy
 ```
 
+Optionally install the pre-commit hooks, which run `ruff` and `mypy` through
+the project environment's interpreter so local results match CI (a `mypy`
+binary from another environment lacks the project's dependencies and reports
+spurious import errors):
+
+```bash
+uv run pre-commit install
+```
+
 The default parity suite is cache-backed and does not require `Rscript`.
 `Rscript` and the R `NNS` package are needed only when regenerating parity caches
 or running live R comparison scripts.
diff --git a/docs/parity.md b/docs/parity.md
index 73399d3..2b69703 100644
--- a/docs/parity.md
+++ b/docs/parity.md
@@ -9,8 +9,9 @@ and remains the native C++ foundation for accelerated partial-moment routines.
 Full package parity is **not** claimed. Parity is bounded by the committed tests
 and cache:
 
-- `tests/_r_cache.json` — cache-only R result fixtures (2,406 keyed entries,
-  schema version `1`, `nns_version == "13.0"`),
+- `tests/_r_cache/` — cache-only R result fixtures, sharded into one JSON
+  file per R function label (keys are `<label>|<sha256>`, schema version
+  `2`, every shard stamped with the generating `nns_version`),
 - `tests/parity/` — public behavior parity checks,
 - `tests/invariants/` — Python-native contracts and invariants, and
 - `tests/fixtures/original_tests_expected.json` — adopted original R tests
@@ -85,9 +86,10 @@ If full regeneration is slow or unstable, regenerate deterministic chunks one
 file at a time, for example
 `python scripts/regenerate_r_cache.py -- -n 0 tests/parity/test_core.py`, then
 continue through the remaining parity files. The committed result must remain a
-single valid `tests/_r_cache.json` with `nns_version == "13.0"`,
-`schema_version == 1`, and non-empty `entries`; `scripts/regenerate_r_cache.py`
-enforces those guardrails after the pytest run.
+valid `tests/_r_cache/` shard directory: every shard carries the same
+`nns_version`, `schema_version == 2`, a `label` matching its filename, and
+non-empty `entries`; `scripts/regenerate_r_cache.py` enforces those
+guardrails after the pytest run.
 
 Validate the regenerated cache offline:
 
@@ -130,7 +132,7 @@ NNS R API change
 ### Fix rules (applied by the maintainer; later by the agent)
 
 - Edit **`src/nns/**` only**. Never edit `extern/NNS-core/**`, `tools/NNS/**`,
-  or `tests/_r_cache.json` to make a check pass.
+  or `tests/_r_cache/**` to make a check pass.
 - Classify the root cause and act accordingly:
   - **Python port bug** → fix in `src/nns/**`.
   - **R changed behavior** → do not chase a cache value; cache regeneration is a
diff --git a/docs/plot_parity_policy.md b/docs/plot_parity_policy.md
index d1404e9..e3c6c1b 100644
--- a/docs/plot_parity_policy.md
+++ b/docs/plot_parity_policy.md
@@ -36,7 +36,7 @@ colors and which element they sit on*, never rendered images.
 
 - Numeric return values (scalars, vectors, matrices, nested result dicts) from
   every ported function, against committed R fixtures and the committed R cache
-  (`tests/_r_cache.json`).
+  (`tests/_r_cache/`).
 - Structural contracts (result keys, shapes, dtypes, finiteness) via the
   invariant suite.
 
diff --git a/pyproject.toml b/pyproject.toml
index 26ed7ad..aba2320 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,6 +42,7 @@ dependencies = [
 dev = [
     "hypothesis",
     "mypy",
+    "pre-commit",
     "pytest",
     "pytest-benchmark",
     "pytest-cov",
diff --git a/scripts/regenerate_r_cache.py b/scripts/regenerate_r_cache.py
index 7df0d3a..808a302 100644
--- a/scripts/regenerate_r_cache.py
+++ b/scripts/regenerate_r_cache.py
@@ -29,10 +29,10 @@
 from typing import Any
 
 _REPO_ROOT = Path(__file__).resolve().parents[1]
-_CACHE_PATH = _REPO_ROOT / "tests" / "_r_cache.json"
-_CACHE_BACKUP_PATH = _CACHE_PATH.with_suffix(".json.bak")
+_CACHE_DIR = _REPO_ROOT / "tests" / "_r_cache"
+_CACHE_BACKUP_DIR = _REPO_ROOT / "tests" / "_r_cache.bak"
 _R_HELPER_PATH = _REPO_ROOT / "tests" / "_r.py"
-_SCHEMA_VERSION = 1
+_SCHEMA_VERSION = 2
 _VERSION_ASSIGNMENT = re.compile(
     r'^_NNS_VERSION\s*=\s*["\'][^"\']+["\']\s*$',
     flags=re.MULTILINE,
@@ -48,36 +48,79 @@
 
 
 def _validate_cache(expected_version: str | None = None) -> int:
-    if not _CACHE_PATH.exists():
-        print(f"ERROR: R cache validation failed: {_CACHE_PATH} does not exist.", file=sys.stderr)
-        return 1
-    if _CACHE_PATH.stat().st_size == 0:
-        print(f"ERROR: R cache validation failed: {_CACHE_PATH} is empty.", file=sys.stderr)
-        return 1
-
-    try:
-        cache: Any = json.loads(_CACHE_PATH.read_text(encoding="utf-8"))
-    except json.JSONDecodeError as exc:
+    shard_paths = sorted(_CACHE_DIR.glob("*.json")) if _CACHE_DIR.is_dir() else []
+    if not shard_paths:
         print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} is not valid JSON: {exc}.",
+            f"ERROR: R cache validation failed: {_CACHE_DIR} contains no shard files.",
             file=sys.stderr,
         )
         return 1
 
-    if not isinstance(cache, dict):
-        print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} top-level value is not an object.",
-            file=sys.stderr,
-        )
-        return 1
+    total_entries = 0
+    versions: set[str] = set()
+    for shard_path in shard_paths:
+        try:
+            shard: Any = json.loads(shard_path.read_text(encoding="utf-8"))
+        except json.JSONDecodeError as exc:
+            print(
+                f"ERROR: R cache validation failed: {shard_path} is not valid JSON: {exc}.",
+                file=sys.stderr,
+            )
+            return 1
 
-    cache_version = cache.get("nns_version")
-    if not isinstance(cache_version, str) or not cache_version.strip():
+        if not isinstance(shard, dict):
+            print(
+                f"ERROR: R cache validation failed: {shard_path} top-level value "
+                "is not an object.",
+                file=sys.stderr,
+            )
+            return 1
+        if shard.get("schema_version") != _SCHEMA_VERSION:
+            print(
+                "ERROR: R cache validation failed: "
+                f"{shard_path} expected schema_version {_SCHEMA_VERSION!r}, "
+                f"got {shard.get('schema_version')!r}.",
+                file=sys.stderr,
+            )
+            return 1
+
+        label = shard.get("label")
+        if not isinstance(label, str) or _shard_filename(label) != shard_path.name:
+            print(
+                f"ERROR: R cache validation failed: {shard_path} label {label!r} "
+                "does not match its filename.",
+                file=sys.stderr,
+            )
+            return 1
+
+        shard_version = shard.get("nns_version")
+        if not isinstance(shard_version, str) or not shard_version.strip():
+            print(
+                f"ERROR: R cache validation failed: {shard_path} nns_version "
+                "must be a non-empty string.",
+                file=sys.stderr,
+            )
+            return 1
+        versions.add(shard_version)
+
+        entries = shard.get("entries")
+        if not isinstance(entries, dict) or not entries:
+            print(
+                f"ERROR: R cache validation failed: {shard_path} entries object "
+                "is missing or empty.",
+                file=sys.stderr,
+            )
+            return 1
+        total_entries += len(entries)
+
+    if len(versions) != 1:
         print(
-            "ERROR: R cache validation failed: nns_version must be a non-empty string.",
+            "ERROR: R cache validation failed: shards disagree on nns_version "
+            f"({sorted(versions)}).",
             file=sys.stderr,
         )
         return 1
+    cache_version = versions.pop()
     if expected_version is not None and cache_version != expected_version:
         print(
             "ERROR: R cache validation failed: "
@@ -85,32 +128,18 @@ def _validate_cache(expected_version: str | None = None) -> int:
             file=sys.stderr,
         )
         return 1
-    if cache.get("schema_version") != _SCHEMA_VERSION:
-        print(
-            "ERROR: R cache validation failed: "
-            f"expected schema_version {_SCHEMA_VERSION!r}, got {cache.get('schema_version')!r}.",
-            file=sys.stderr,
-        )
-        return 1
 
-    entries = cache.get("entries")
-    if not isinstance(entries, dict):
-        print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} entries value is not an object.",
-            file=sys.stderr,
-        )
-        return 1
-    if not entries:
-        print(
-            f"ERROR: R cache validation failed: {_CACHE_PATH} entries object is empty.",
-            file=sys.stderr,
-        )
-        return 1
-
-    print(f"OK: {_CACHE_PATH} contains {len(entries)} entries for NNS {cache_version}.")
+    print(
+        f"OK: {_CACHE_DIR} contains {total_entries} entries across "
+        f"{len(shard_paths)} shards for NNS {cache_version}."
+    )
     return 0
 
 
+def _shard_filename(label: str) -> str:
+    return label.replace("/", "_").replace("\\", "_") + ".json"
+
+
 def _running_in_ci() -> bool:
     return os.environ.get("CI", "").lower() in {"1", "true", "yes"} or bool(
         os.environ.get("GITHUB_ACTIONS")
@@ -186,7 +215,7 @@ def main() -> int:
         action="store_true",
         help=(
             "Detect the installed R NNS version, update the cache marker, move the old "
-            "cache to tests/_r_cache.json.bak, and regenerate every entry from live R."
+            "cache to tests/_r_cache.bak/, and regenerate every entry from live R."
         ),
     )
     parser.add_argument(
@@ -220,9 +249,11 @@ def main() -> int:
         if _set_cache_version(expected_version):
             return 1
 
-        if _CACHE_PATH.exists():
-            _CACHE_PATH.replace(_CACHE_BACKUP_PATH)
-            print(f"Moved existing cache to {_CACHE_BACKUP_PATH}; starting from empty cache.")
+        if _CACHE_DIR.is_dir():
+            if _CACHE_BACKUP_DIR.exists():
+                shutil.rmtree(_CACHE_BACKUP_DIR)
+            _CACHE_DIR.replace(_CACHE_BACKUP_DIR)
+            print(f"Moved existing cache to {_CACHE_BACKUP_DIR}; starting from empty cache.")
         else:
             print("No existing cache found; starting from empty cache.")
 
diff --git a/scripts/run_live_r_parity_for_changed_api.py b/scripts/run_live_r_parity_for_changed_api.py
index 4abcf04..b27a6a0 100644
--- a/scripts/run_live_r_parity_for_changed_api.py
+++ b/scripts/run_live_r_parity_for_changed_api.py
@@ -10,9 +10,9 @@
 from typing import Any
 
 REPORT_DEFAULT = Path("sync/last_live_r_parity_report.md")
-R_CACHE_PATH = Path("tests/_r_cache.json")
-# Backup suffix is gitignored (see .gitignore) so it never lands in a PR.
-R_CACHE_BACKUP = R_CACHE_PATH.with_suffix(".json.bak")
+R_CACHE_PATH = Path("tests/_r_cache")
+# Backup directory is gitignored (see .gitignore) so it never lands in a PR.
+R_CACHE_BACKUP = Path("tests/_r_cache.bak")
 
 # Toggles that force tests/_r.py into offline/cache-only mode. Clearing them lets
 # a parity test actually shell out to live R on a cache miss.
@@ -98,7 +98,7 @@ def run_live_subset(out: Path, header: list[str], parity_tests: list[str]) -> No
         code = run(cmd, clear_offline=True)
     finally:
         if R_CACHE_PATH.exists():
-            R_CACHE_PATH.unlink()
+            shutil.rmtree(R_CACHE_PATH)
         if moved:
             shutil.move(str(R_CACHE_BACKUP), str(R_CACHE_PATH))
 
diff --git a/scripts/sync_nns_core_snapshot.py b/scripts/sync_nns_core_snapshot.py
index c89ea1f..7f955b7 100644
--- a/scripts/sync_nns_core_snapshot.py
+++ b/scripts/sync_nns_core_snapshot.py
@@ -60,7 +60,7 @@ def main() -> None:
         "vendored_core_path": "extern/NNS-core",
         "vendored_r_path": "tools/NNS",
         "vendored_r_tarball": f"tools/NNS_{args.r_version}.tar.gz",
-        "r_cache_path": "tests/_r_cache.json",
+        "r_cache_path": "tests/_r_cache",
         "notes": (
             "NNS-python consumes accepted NNS-core snapshots for native code and "
             "verifies public Python behavior against live or cached R NNS."
diff --git a/scripts/sync_r_nns_snapshot.py b/scripts/sync_r_nns_snapshot.py
index 4c69469..8538e25 100644
--- a/scripts/sync_r_nns_snapshot.py
+++ b/scripts/sync_r_nns_snapshot.py
@@ -93,7 +93,7 @@ def main() -> None:
             "python_commit": None,
             "vendored_r_path": "tools/NNS",
             "vendored_r_tarball": str(tarball),
-            "r_cache_path": "tests/_r_cache.json",
+            "r_cache_path": "tests/_r_cache",
         }
     )
     manifest.setdefault("core_repo", "OVVO-Financial/NNS-core")
diff --git a/sync/nns_source.json b/sync/nns_source.json
index 0344f72..e05cd11 100644
--- a/sync/nns_source.json
+++ b/sync/nns_source.json
@@ -10,6 +10,6 @@
   "vendored_core_path": "extern/NNS-core",
   "vendored_r_path": "tools/NNS",
   "vendored_r_tarball": "tools/NNS_13.0.tar.gz",
-  "r_cache_path": "tests/_r_cache.json",
+  "r_cache_path": "tests/_r_cache",
   "notes": "NNS-python consumes accepted NNS-core snapshots for native code and verifies public Python behavior against live or cached R NNS. r_commit/r_version record the 13.2 Beta commit that generated the committed parity cache (NNS_13.2.tar.gz). The vendored native snapshot (tools/NNS, r_src_tree_hash, tarball) and NNS-core commit are left at their prior values; re-syncing the native snapshot to this R commit is a separate NNS-core snapshot update and is not part of this cache/behavior reconciliation."
 }
diff --git a/sync/r_api_map.json b/sync/r_api_map.json
index 801e6c4..7bd9215 100644
--- a/sync/r_api_map.json
+++ b/sync/r_api_map.json
@@ -57,7 +57,7 @@
     "python_modules": [
       "pyproject.toml",
       "tools/NNS",
-      "tests/_r_cache.json"
+      "tests/_r_cache"
     ],
     "parity_tests": ["tests/parity"],
     "requires_fresh_cache": true
diff --git a/tests/_r.py b/tests/_r.py
index caf0d8b..05842ad 100644
--- a/tests/_r.py
+++ b/tests/_r.py
@@ -4,7 +4,7 @@
 import json
 import os
 import subprocess
-from collections.abc import Iterator, Sequence
+from collections.abc import Iterable, Iterator, Sequence
 from contextlib import contextmanager
 from pathlib import Path
 from typing import Any, TypeAlias, cast
@@ -13,10 +13,15 @@
 import numpy as np
 from numpy.typing import NDArray
 
-_CACHE_PATH = Path(__file__).with_name("_r_cache.json")
-_LOCK_PATH = _CACHE_PATH.with_suffix(".lock")
-_SCHEMA_VERSION = 1
+# Schema v2: the cache is a directory of per-function shard files
+# (tests/_r_cache/<label>.json), each holding only that R function's entries.
+# In-memory keys are "<label>|<sha256>", so regeneration diffs name the
+# function they touch and a regen rewrites only the shards that changed.
+_CACHE_DIR = Path(__file__).with_name("_r_cache")
+_LOCK_PATH = Path(__file__).with_name("_r_cache.lock")
+_SCHEMA_VERSION = 2
 _NNS_VERSION = '13.2'
+_KEY_SEPARATOR = "|"
 JsonValue: TypeAlias = None | str | float | list["JsonValue"] | dict[str, "JsonValue"]
 RValue: TypeAlias = (
     None | float | str | list[str | None] | NDArray[np.float64] | dict[str, "RValue"]
@@ -38,7 +43,7 @@ def nns(function: str, *args: Any) -> RValue:
         raise RuntimeError(
             f"R cache miss for NNS::{function} with key {key}. "
             "Run without CI/NNS_R_CACHE_ONLY/PYNNS_R_CACHE_ONLY/"
-            f"NNS_OFFLINE/PYNNS_OFFLINE to populate {_CACHE_PATH}."
+            f"NNS_OFFLINE/PYNNS_OFFLINE to populate {_CACHE_DIR}."
         )
 
     return _uncached_nns(function, args, key, refresh)
@@ -70,7 +75,7 @@ def nns_sd_cluster_dendrogram(
             return _decode(disk_cache[key])
         result = _call_r_sd_cluster_dendrogram(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -127,7 +132,7 @@ def nns_stack_numeric(
             return _decode(disk_cache[key])
         result = _call_r_stack_numeric(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -182,7 +187,7 @@ def nns_boost_numeric(
             return _decode(disk_cache[key])
         result = _call_r_boost_numeric(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -227,7 +232,7 @@ def nns_boost_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_boost_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -278,7 +283,7 @@ def nns_boost_multi_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_boost_multi_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -313,7 +318,7 @@ def nns_reg_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_reg_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -352,7 +357,7 @@ def nns_reg_factor_dimred(
             return _decode(disk_cache[key])
         result = _call_r_reg_factor_dimred(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -397,7 +402,7 @@ def nns_stack_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_stack_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -446,7 +451,7 @@ def nns_stack_mixed_factor_predictor(
             return _decode(disk_cache[key])
         result = _call_r_stack_mixed_factor_predictor(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -489,7 +494,7 @@ def nns_meboot_diagnostics(
             return _decode(disk_cache[key])
         result = _call_r_meboot_diagnostics(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -515,7 +520,7 @@ def nns_meboot_stat_summary(
             return _decode(disk_cache[key])
         result = _call_r_meboot_stat_summary(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -541,7 +546,7 @@ def nns_mc_grid(
             return _decode(disk_cache[key])
         result = _call_r_mc_grid(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -576,7 +581,7 @@ def nns_mc_stat_summary(
             return _decode(disk_cache[key])
         result = _call_r_mc_stat_summary(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -595,7 +600,7 @@ def nns_anova_custom(payload: dict[str, Any]) -> RValue:
             return _decode(disk_cache[key])
         result = _call_r_anova_custom(payload)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -620,7 +625,7 @@ def nns_distance_bulk_custom(
             return _decode(disk_cache[key])
         result = _call_r_distance_bulk_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -640,7 +645,7 @@ def nns_diff_custom(name: str, point: float) -> RValue:
             return _decode(disk_cache[key])
         result = _call_r_diff_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -660,7 +665,7 @@ def dy_dx_overall(x: Sequence[float], y: Sequence[float]) -> RValue:
             return _decode(disk_cache[key])
         result = _call_r_dy_dx_overall(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -685,7 +690,7 @@ def factor_dummy_custom(
             return _decode(disk_cache[key])
         result = _call_r_factor_dummy(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -705,7 +710,7 @@ def dy_dx_numeric(x: Sequence[float], y: Sequence[float], eval_point: Sequence[f
             return _decode(disk_cache[key])
         result = _call_r_dy_dx_numeric(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -730,7 +735,7 @@ def dy_d_scalar(
             return _decode(disk_cache[key])
         result = _call_r_dy_d_scalar(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -755,7 +760,7 @@ def dy_d_scalar_mixed(
             return _decode(disk_cache[key])
         result = _call_r_dy_d_scalar_mixed(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -790,7 +795,7 @@ def nns_arma_pred_int(
             return _decode(disk_cache[key])
         result = _call_r_arma_pred_int(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -825,7 +830,7 @@ def nns_arma_optim_custom(
             return _decode(disk_cache[key])
         result = _call_r_arma_optim_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -852,7 +857,7 @@ def nns_cdf_custom(
             return _decode(disk_cache[key])
         result = _call_r_cdf_custom(args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         return result
 
 
@@ -874,7 +879,7 @@ def _uncached_nns(
 
         result = _call_r(function, args)
         disk_cache[key] = _encode(result)
-        _write_cache(disk_cache)
+        _write_cache(disk_cache, changed=key)
         _CACHE = disk_cache
         return result
 
@@ -885,7 +890,14 @@ def _cache_key(function: str, args: tuple[Any, ...]) -> str:
         sort_keys=True,
         separators=(",", ":"),
     )
-    return hashlib.sha256(payload.encode("utf-8")).hexdigest()
+    digest = hashlib.sha256(payload.encode("utf-8")).hexdigest()
+    return f"{function}{_KEY_SEPARATOR}{digest}"
+
+
+def _shard_path(label: str) -> Path:
+    # Labels are dotted R function names (e.g. "NNS.stack.numeric"); they are
+    # already filesystem-safe, but guard against separators just in case.
+    return _CACHE_DIR / (label.replace("/", "_").replace("\\", "_") + ".json")
 
 
 def _cache_state() -> tuple[Cache, bool]:
@@ -896,38 +908,70 @@ def _cache_state() -> tuple[Cache, bool]:
 
 
 def _read_cache_from_disk() -> tuple[Cache, bool]:
-    if not _CACHE_PATH.exists():
+    if not _CACHE_DIR.is_dir():
         return {}, False
 
-    cache = json.loads(_CACHE_PATH.read_text(encoding="utf-8"))
-    if not isinstance(cache, dict) or cache.get("schema_version") != _SCHEMA_VERSION:
-        raise RuntimeError(f"Unsupported R cache schema in {_CACHE_PATH}.")
-
-    nns_version = cache.get("nns_version")
-    if nns_version != _NNS_VERSION:
-        warn(
-            f"R cache was built for NNS {nns_version}; "
-            f"expected {_NNS_VERSION}. Refreshing entries.",
-            RuntimeWarning,
-            stacklevel=2,
-        )
+    entries: Cache = {}
+    refresh = False
+    for shard_path in sorted(_CACHE_DIR.glob("*.json")):
+        shard = json.loads(shard_path.read_text(encoding="utf-8"))
+        if not isinstance(shard, dict) or shard.get("schema_version") != _SCHEMA_VERSION:
+            raise RuntimeError(f"Unsupported R cache schema in {shard_path}.")
+
+        nns_version = shard.get("nns_version")
+        if nns_version != _NNS_VERSION:
+            warn(
+                f"R cache shard {shard_path.name} was built for NNS {nns_version}; "
+                f"expected {_NNS_VERSION}. Refreshing entries.",
+                RuntimeWarning,
+                stacklevel=2,
+            )
+            refresh = True
+            continue
+
+        label = shard.get("label")
+        shard_entries = shard.get("entries")
+        if not isinstance(label, str) or not isinstance(shard_entries, dict):
+            raise RuntimeError(f"Invalid R cache entries in {shard_path}.")
+        for key, value in shard_entries.items():
+            entries[f"{label}{_KEY_SEPARATOR}{key}"] = cast(JsonValue, value)
+    if refresh:
         return {}, True
-
-    entries = cache.get("entries")
-    if not isinstance(entries, dict):
-        raise RuntimeError(f"Invalid R cache entries in {_CACHE_PATH}.")
-    return cast(Cache, entries), False
-
-
-def _write_cache(entries: Cache) -> None:
-    payload = {
-        "nns_version": _NNS_VERSION,
-        "schema_version": _SCHEMA_VERSION,
-        "entries": entries,
-    }
-    tmp_path = _CACHE_PATH.with_suffix(".json.tmp")
-    tmp_path.write_text(json.dumps(payload, sort_keys=True, indent=2) + "\n", encoding="utf-8")
-    tmp_path.replace(_CACHE_PATH)
+    return entries, False
+
+
+def _write_cache(entries: Cache, changed: str | None = None) -> None:
+    """Write shard files for ``entries``, grouped by function label.
+
+    ``changed`` is the key that was just added/updated; when given, only that
+    key's shard is rewritten (the other shards on disk are already current).
+    """
+    by_label: dict[str, dict[str, JsonValue]] = {}
+    for key, value in entries.items():
+        label, _, digest = key.partition(_KEY_SEPARATOR)
+        if not digest:
+            raise RuntimeError(f"R cache key {key!r} is missing its function label.")
+        by_label.setdefault(label, {})[digest] = value
+
+    labels: Iterable[str] = by_label
+    if changed is not None:
+        changed_label = changed.partition(_KEY_SEPARATOR)[0]
+        labels = [changed_label] if changed_label in by_label else []
+
+    _CACHE_DIR.mkdir(parents=True, exist_ok=True)
+    for label in labels:
+        payload = {
+            "label": label,
+            "nns_version": _NNS_VERSION,
+            "schema_version": _SCHEMA_VERSION,
+            "entries": by_label[label],
+        }
+        shard_path = _shard_path(label)
+        tmp_path = shard_path.with_suffix(".json.tmp")
+        tmp_path.write_text(
+            json.dumps(payload, sort_keys=True, indent=2) + "\n", encoding="utf-8"
+        )
+        tmp_path.replace(shard_path)
 
 
 @contextmanager
diff --git a/tests/_r_cache/Co.LPM.json b/tests/_r_cache/Co.LPM.json
new file mode 100644
index 0000000..92548fa
--- /dev/null
+++ b/tests/_r_cache/Co.LPM.json
@@ -0,0 +1,458 @@
+{
+  "entries": {
+    "04fe289160c212d9f1941109e2ee9c4526943a10adfe72d153173fff938367e1": 0.0,
+    "0638f3d9d3f231c9ae19e87857e5dd1b605d7d43a5f8a99bf630113e0567b0d5": 0.433157526080537,
+    "0703b19f3cd585ded9669047acdad4fbeff672bef9869662e92bd254f94c2424": 0.00947480951238944,
+    "092e0b7e2c1321d5d031b1f5be6a658e0f9210a9e9cacc16257233fd52324187": 0.309575761653361,
+    "09666092c92f3bfaa43904884827e616a675adc445d41b7d64ae370523478cf7": [
+      0.0,
+      0.0,
+      0.0,
+      0.213693890592176,
+      1.22185736675966
+    ],
+    "0d1aefdd5e27a5717b154738412bfd9550ce84ad2e8d2a918afca67ed5be53d6": 0.212979826789505,
+    "0d7201928cedbef340b5df7d138ca178e1805658bc22755504a310cce805cc33": 0.170624647577454,
+    "0dc54f3ab23d35f665ccda045224b9072329a19921dc9a184c94102efb546d95": 0.0242875802033948,
+    "0e577193847298dea31b812fe53e327d3f527eeef39056997f52a756b22a1a27": 0.0284164673586581,
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+      0.0,
+      0.0429769559784985,
+      0.171907823913994,
+      0.416359530534329,
+      1.28900577391796
+    ],
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+      0.0,
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+      0.321040170802257,
+      0.924062960679634
+    ],
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diff --git a/tests/_r_cache/Co.LPM_nD.json b/tests/_r_cache/Co.LPM_nD.json
new file mode 100644
index 0000000..915ae8c
--- /dev/null
+++ b/tests/_r_cache/Co.LPM_nD.json
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diff --git a/tests/_r_cache/Co.UPM.json b/tests/_r_cache/Co.UPM.json
new file mode 100644
index 0000000..a6c0818
--- /dev/null
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diff --git a/tests/_r_cache/Co.UPM_nD.json b/tests/_r_cache/Co.UPM_nD.json
new file mode 100644
index 0000000..28546f8
--- /dev/null
+++ b/tests/_r_cache/Co.UPM_nD.json
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diff --git a/tests/_r_cache/D.LPM.json b/tests/_r_cache/D.LPM.json
new file mode 100644
index 0000000..1dac4a8
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+}
diff --git a/tests/_r_cache/D.UPM.json b/tests/_r_cache/D.UPM.json
new file mode 100644
index 0000000..4085b53
--- /dev/null
+++ b/tests/_r_cache/D.UPM.json
@@ -0,0 +1,457 @@
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diff --git a/tests/_r_cache/DPM_nD.json b/tests/_r_cache/DPM_nD.json
new file mode 100644
index 0000000..bddc2d9
--- /dev/null
+++ b/tests/_r_cache/DPM_nD.json
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diff --git a/tests/_r_cache/LPM.VaR.json b/tests/_r_cache/LPM.VaR.json
new file mode 100644
index 0000000..f73cd54
--- /dev/null
+++ b/tests/_r_cache/LPM.VaR.json
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diff --git a/tests/_r_cache/LPM.json b/tests/_r_cache/LPM.json
new file mode 100644
index 0000000..4474da3
--- /dev/null
+++ b/tests/_r_cache/LPM.json
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diff --git a/tests/_r_cache/LPM.ratio.json b/tests/_r_cache/LPM.ratio.json
new file mode 100644
index 0000000..343b7b9
--- /dev/null
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diff --git a/tests/_r_cache/NNS.ANOVA.custom.json b/tests/_r_cache/NNS.ANOVA.custom.json
new file mode 100644
index 0000000..5c0fa09
--- /dev/null
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index 0000000..042614c
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new file mode 100644
index 0000000..5aa910e
--- /dev/null
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new file mode 100644
index 0000000..bbee13e
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diff --git a/tests/_r_cache/NNS.MC.grid.json b/tests/_r_cache/NNS.MC.grid.json
new file mode 100644
index 0000000..c27e204
--- /dev/null
+++ b/tests/_r_cache/NNS.MC.grid.json
@@ -0,0 +1,129 @@
+{
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diff --git a/tests/_r_cache/NNS.MC.stat_summary.json b/tests/_r_cache/NNS.MC.stat_summary.json
new file mode 100644
index 0000000..068df7d
--- /dev/null
+++ b/tests/_r_cache/NNS.MC.stat_summary.json
@@ -0,0 +1,12 @@
+{
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diff --git a/tests/_r_cache/NNS.SD.cluster.dendrogram.json b/tests/_r_cache/NNS.SD.cluster.dendrogram.json
new file mode 100644
index 0000000..94ca497
--- /dev/null
+++ b/tests/_r_cache/NNS.SD.cluster.dendrogram.json
@@ -0,0 +1,57 @@
+{
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diff --git a/tests/_r_cache/NNS.SD.cluster.json b/tests/_r_cache/NNS.SD.cluster.json
new file mode 100644
index 0000000..987d9c2
--- /dev/null
+++ b/tests/_r_cache/NNS.SD.cluster.json
@@ -0,0 +1,64 @@
+{
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diff --git a/tests/_r_cache/NNS.SD.efficient.set.json b/tests/_r_cache/NNS.SD.efficient.set.json
new file mode 100644
index 0000000..1abf0e0
--- /dev/null
+++ b/tests/_r_cache/NNS.SD.efficient.set.json
@@ -0,0 +1,104 @@
+{
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diff --git a/tests/_r_cache/NNS.SS.json b/tests/_r_cache/NNS.SS.json
new file mode 100644
index 0000000..ad5f85d
--- /dev/null
+++ b/tests/_r_cache/NNS.SS.json
@@ -0,0 +1,32 @@
+{
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diff --git a/tests/_r_cache/NNS.SSD.json b/tests/_r_cache/NNS.SSD.json
new file mode 100644
index 0000000..30771ec
--- /dev/null
+++ b/tests/_r_cache/NNS.SSD.json
@@ -0,0 +1,23 @@
+{
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diff --git a/tests/_r_cache/NNS.TSD.json b/tests/_r_cache/NNS.TSD.json
new file mode 100644
index 0000000..d364e25
--- /dev/null
+++ b/tests/_r_cache/NNS.TSD.json
@@ -0,0 +1,23 @@
+{
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new file mode 100644
index 0000000..f404151
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index 0000000..b6fd030
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new file mode 100644
index 0000000..95b7220
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diff --git a/tests/_r_cache/NNS.distance.bulk.custom.json b/tests/_r_cache/NNS.distance.bulk.custom.json
new file mode 100644
index 0000000..e1eac0c
--- /dev/null
+++ b/tests/_r_cache/NNS.distance.bulk.custom.json
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diff --git a/tests/_r_cache/NNS.distance.json b/tests/_r_cache/NNS.distance.json
new file mode 100644
index 0000000..0df3e66
--- /dev/null
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diff --git a/tests/_r_cache/NNS.gravity.json b/tests/_r_cache/NNS.gravity.json
new file mode 100644
index 0000000..f8e134c
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diff --git a/tests/_r_cache/NNS.meboot.diagnostics.json b/tests/_r_cache/NNS.meboot.diagnostics.json
new file mode 100644
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diff --git a/tests/_r_cache/NNS.meboot.stat_summary.json b/tests/_r_cache/NNS.meboot.stat_summary.json
new file mode 100644
index 0000000..47f8521
--- /dev/null
+++ b/tests/_r_cache/NNS.meboot.stat_summary.json
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diff --git a/tests/_r_cache/NNS.mode.json b/tests/_r_cache/NNS.mode.json
new file mode 100644
index 0000000..91b3740
--- /dev/null
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diff --git a/tests/_r_cache/NNS.moments.json b/tests/_r_cache/NNS.moments.json
new file mode 100644
index 0000000..b24d09b
--- /dev/null
+++ b/tests/_r_cache/NNS.moments.json
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diff --git a/tests/_r_cache/NNS.norm.json b/tests/_r_cache/NNS.norm.json
new file mode 100644
index 0000000..1983461
--- /dev/null
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+}
diff --git a/tests/_r_cache/NNS.part.json b/tests/_r_cache/NNS.part.json
new file mode 100644
index 0000000..d3a5136
--- /dev/null
+++ b/tests/_r_cache/NNS.part.json
@@ -0,0 +1,123696 @@
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diff --git a/tests/_r_cache/NNS.reg.factor_dimred.json b/tests/_r_cache/NNS.reg.factor_dimred.json
new file mode 100644
index 0000000..64b411c
--- /dev/null
+++ b/tests/_r_cache/NNS.reg.factor_dimred.json
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new file mode 100644
index 0000000..48669ae
--- /dev/null
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new file mode 100644
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diff --git a/tests/_r_cache/PM.matrix.json b/tests/_r_cache/PM.matrix.json
new file mode 100644
index 0000000..ff20e77
--- /dev/null
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diff --git a/tests/_r_cache/UPM.VaR.json b/tests/_r_cache/UPM.VaR.json
new file mode 100644
index 0000000..d333c60
--- /dev/null
+++ b/tests/_r_cache/UPM.VaR.json
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diff --git a/tests/_r_cache/UPM.json b/tests/_r_cache/UPM.json
new file mode 100644
index 0000000..b82f8fb
--- /dev/null
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diff --git a/tests/_r_cache/dy.d.scalar.json b/tests/_r_cache/dy.d.scalar.json
new file mode 100644
index 0000000..4809e74
--- /dev/null
+++ b/tests/_r_cache/dy.d.scalar.json
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diff --git a/tests/_r_cache/dy.dx.numeric.json b/tests/_r_cache/dy.dx.numeric.json
new file mode 100644
index 0000000..f6c40d7
--- /dev/null
+++ b/tests/_r_cache/dy.dx.numeric.json
@@ -0,0 +1,29 @@
+{
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diff --git a/tests/_r_cache/dy.dx.overall.json b/tests/_r_cache/dy.dx.overall.json
new file mode 100644
index 0000000..7f1b87e
--- /dev/null
+++ b/tests/_r_cache/dy.dx.overall.json
@@ -0,0 +1,8 @@
+{
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+}
diff --git a/tests/_r_cache/factor_2_dummy.custom.json b/tests/_r_cache/factor_2_dummy.custom.json
new file mode 100644
index 0000000..991841f
--- /dev/null
+++ b/tests/_r_cache/factor_2_dummy.custom.json
@@ -0,0 +1,46 @@
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