diff --git a/docs/usage/getting-started/configuration.md b/docs/usage/getting-started/configuration.md
index 548376ffc..2a1f29950 100644
--- a/docs/usage/getting-started/configuration.md
+++ b/docs/usage/getting-started/configuration.md
@@ -312,6 +312,15 @@ github = GitHub(
 
     The `prefix` parameter adds a key namespace in Redis. Both githubkit and [Hishel](https://hishel.com/) use this prefix.
 
+!!! note "Migrating to Hishel 2.0"
+
+    githubkit now depends on Hishel `>=2.0`. If you implement a custom `BaseCacheStrategy` or use githubkit's cache clients directly, note these breaking changes:
+
+    - `get_hishel_policy()` must return a `hishel.CacheOptions` instead of a `CachePolicy`. Hishel 2.0 removed `CachePolicy` and `SpecificationPolicy`. For example, replace `SpecificationPolicy(cache_options=CacheOptions(shared=False))` with `CacheOptions(shared=False)`.
+    - `get_hishel_storage()` must return a `hishel.BaseStorage` (formerly `SyncBaseStorage`). `SyncSqliteStorage` is now `SqliteStorage`.
+    - The `policy` argument of `SyncCacheClient` / `AsyncCacheClient` now accepts `CacheOptions | bool` and defaults to `True` (RFC 9111 caching, same behavior as before). Passing an old `CachePolicy` raises a `TypeError`.
+    - `SyncMemoryStorage` / `AsyncMemoryStorage` no longer accept `refresh_ttl_on_access`.
+
 ### `http_cache`
 
 Enables HTTP response caching powered by [Hishel](https://hishel.com/). When enabled, githubkit respects standard HTTP caching headers (`ETag`, `Last-Modified`, `Cache-Control`) returned by the GitHub API. This reduces redundant API calls and helps you stay within [rate limits](https://docs.github.com/en/rest/rate-limit).
diff --git a/githubkit/_httpx.py b/githubkit/_httpx.py
index 7f9f01942..175b8769b 100644
--- a/githubkit/_httpx.py
+++ b/githubkit/_httpx.py
@@ -6,13 +6,13 @@
 
 if TYPE_CHECKING:
     from hishel.httpx2 import AsyncCacheTransport as AsyncCacheTransport
-    from hishel.httpx2 import SyncCacheTransport as SyncCacheTransport
+    from hishel.httpx2 import CacheTransport as CacheTransport
     import httpx2 as httpx
 else:
     httpx = None
     if not os.getenv(GITHUBKIT_HTTPX2_DISABLE_FLAG):
         try:
-            from hishel.httpx2 import AsyncCacheTransport, SyncCacheTransport
+            from hishel.httpx2 import AsyncCacheTransport, CacheTransport
             import httpx2 as httpx
         except ImportError:
             # Hishel wraps a missing HTTP client in ImportError.
@@ -21,7 +21,7 @@
     if httpx is None:
         try:
             from hishel.httpx import AsyncCacheTransport as AsyncCacheTransport
-            from hishel.httpx import SyncCacheTransport as SyncCacheTransport
+            from hishel.httpx import CacheTransport as CacheTransport
             import httpx as httpx
         except ImportError:
             raise RuntimeError(
diff --git a/githubkit/cache/base.py b/githubkit/cache/base.py
index 50f05827a..6c97c57bb 100644
--- a/githubkit/cache/base.py
+++ b/githubkit/cache/base.py
@@ -3,10 +3,8 @@
 
 from hishel import (
     AsyncBaseStorage,
+    BaseStorage,
     CacheOptions,
-    CachePolicy,
-    SpecificationPolicy,
-    SyncBaseStorage,
 )
 
 
@@ -47,12 +45,12 @@ async def get_async_cache_storage(self) -> AsyncBaseCache:
         """
         raise NotImplementedError
 
-    def get_hishel_policy(self) -> CachePolicy:
+    def get_hishel_policy(self) -> CacheOptions:
         """Get the hishel cache policy instance"""
-        return SpecificationPolicy(cache_options=CacheOptions(shared=False))
+        return CacheOptions(shared=False)
 
     @abc.abstractmethod
-    def get_hishel_storage(self) -> SyncBaseStorage:
+    def get_hishel_storage(self) -> BaseStorage:
         """Get the hishel storage instance used in sync context"""
         raise NotImplementedError
 
diff --git a/githubkit/hishel.py b/githubkit/hishel.py
index 5f506fa1d..88ca693fd 100644
--- a/githubkit/hishel.py
+++ b/githubkit/hishel.py
@@ -6,62 +6,74 @@
 from hishel import (
     AsyncBaseStorage,
     AsyncSqliteStorage,
-    CachePolicy,
-    SyncBaseStorage,
-    SyncSqliteStorage,
+    BaseStorage,
+    CacheOptions,
+    SqliteStorage,
 )
 
-from ._httpx import AsyncCacheTransport, SyncCacheTransport, httpx
+from ._httpx import AsyncCacheTransport, CacheTransport, httpx
+
+
+def _check_policy(policy: Any) -> None:
+    if not isinstance(policy, (bool, dict)):
+        raise TypeError(
+            "policy must be a hishel CacheOptions instance or a bool, "
+            f"got {type(policy).__name__}. hishel 2.0 removed CachePolicy "
+            "(e.g. SpecificationPolicy); pass CacheOptions(...) instead."
+        )
 
 
 class SyncCacheClient(httpx.Client):
     def __init__(self, *args: Any, **kwargs: Any):
-        self.storage: SyncBaseStorage | None = kwargs.pop("storage", None)
-        self.policy: CachePolicy | None = kwargs.pop("policy", None)
+        self.storage: BaseStorage | None = kwargs.pop("storage", None)
+        policy = kwargs.pop("policy", True)
+        _check_policy(policy)
+        self.policy: CacheOptions | bool = policy
         super().__init__(*args, **kwargs)
 
     def _init_transport(self, *args, **kwargs) -> httpx.BaseTransport:
         _transport = super()._init_transport(*args, **kwargs)
-        return SyncCacheTransport(
-            next_transport=_transport, storage=self.storage, policy=self.policy
+        return CacheTransport(
+            next_transport=_transport, storage=self.storage, rfc=self.policy
         )
 
     def _init_proxy_transport(self, *args, **kwargs) -> httpx.BaseTransport:
         _transport = super()._init_proxy_transport(*args, **kwargs)
-        return SyncCacheTransport(
-            next_transport=_transport, storage=self.storage, policy=self.policy
+        return CacheTransport(
+            next_transport=_transport, storage=self.storage, rfc=self.policy
         )
 
 
 class AsyncCacheClient(httpx.AsyncClient):
     def __init__(self, *args: Any, **kwargs: Any):
         self.storage: AsyncBaseStorage | None = kwargs.pop("storage", None)
-        self.policy: CachePolicy | None = kwargs.pop("policy", None)
+        policy = kwargs.pop("policy", True)
+        _check_policy(policy)
+        self.policy: CacheOptions | bool = policy
         super().__init__(*args, **kwargs)
 
     def _init_transport(self, *args, **kwargs) -> httpx.AsyncBaseTransport:
         _transport = super()._init_transport(*args, **kwargs)
         return AsyncCacheTransport(
-            next_transport=_transport, storage=self.storage, policy=self.policy
+            next_transport=_transport, storage=self.storage, rfc=self.policy
         )
 
     def _init_proxy_transport(self, *args, **kwargs) -> httpx.AsyncBaseTransport:
         _transport = super()._init_proxy_transport(*args, **kwargs)
         return AsyncCacheTransport(
-            next_transport=_transport, storage=self.storage, policy=self.policy
+            next_transport=_transport, storage=self.storage, rfc=self.policy
         )
 
 
-class SyncMemoryStorage(SyncSqliteStorage):
+class SyncMemoryStorage(SqliteStorage):
     def __init__(
         self,
         *,
         default_ttl: float | None = None,
-        refresh_ttl_on_access: bool | None = None,
         keep_unclosed: bool = False,
     ) -> None:
         super().__init__(
-            default_ttl=default_ttl, refresh_ttl_on_access=refresh_ttl_on_access
+            default_ttl=default_ttl,
         )
         # NOTE: hishel close the storage when the client transport is closed.
         # but for in-memory sqlite,
@@ -91,11 +103,10 @@ def __init__(
         self,
         *,
         default_ttl: float | None = None,
-        refresh_ttl_on_access: bool | None = None,
         keep_unclosed: bool = False,
     ) -> None:
         super().__init__(
-            default_ttl=default_ttl, refresh_ttl_on_access=refresh_ttl_on_access
+            default_ttl=default_ttl,
         )
         # NOTE: hishel close the storage when the client transport is closed.
         # but for in-memory sqlite,
@@ -117,7 +128,7 @@ async def _ensure_connection(self) -> anysqlite.Connection:
     async def close(self) -> None:
         if self.keep_unclosed:
             # Do not close the connection, but drain all pending writes
-            async with self._write_lock:
+            async with self._init_lock:
                 return
         return await super().close()
 
diff --git a/pyproject.toml b/pyproject.toml
index d0c0a40aa..0b179023d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ requires-python = ">=3.10, <4.0"
 dependencies = [
   "anyio >=3.6.1, <5.0.0",
   "httpx >=0.23.0, <1.0.0",
-  "hishel[async,httpx] >=1.4.0, <2.0.0",
+  "hishel[async,httpx] >=2.0.0, <3.0.0",
   "typing-extensions >=4.13.0, <5.0.0",
   "pydantic >=1.9.1, <3.0.0, !=2.5.0, !=2.5.1",
   "githubkit-schemas >=26.5.7",
diff --git a/uv.lock b/uv.lock
index e21b36000..040a43280 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,9 +1,9 @@
 version = 1
-revision = 5
+revision = 3
 requires-python = ">=3.10, <4.0"
 resolution-markers = [
     "python_full_version >= '3.12' and sys_platform == 'emscripten'",
-    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and sys_platform != 'emscripten')",
+    "(python_full_version >= '3.11' and sys_platform != 'emscripten') or (python_full_version == '3.11.*' and sys_platform == 'emscripten')",
     "python_full_version < '3.11'",
 ]
 conflicts = [[
@@ -35,9 +35,9 @@ name = "anyio"
 version = "4.16.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "exceptiongroup", marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
     { name = "idna" },
-    { name = "typing-extensions", marker = "python_full_version < '3.15'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.15' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a1/98/7e457a3b014976887a050561955c0b76e1e7e2d6e27b78ecef2ef80518f2/anyio-4.16.0.tar.gz", hash = "sha256:59bb03251907983d1603d27c3087ddb1e93299ea2163adcdba37899a4fb12ffb", size = 310971, upload-time = "2026-11-01T11:20:07.282Z" }
 wheels = [
@@ -97,7 +97,7 @@ version = "8.2"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.12' and sys_platform == 'emscripten'",
-    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and sys_platform != 'emscripten')",
+    "(python_full_version >= '3.11' and sys_platform != 'emscripten') or (python_full_version == '3.11.*' and sys_platform == 'emscripten')",
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/be/dd/fa26313573cd0880799ce627f45b68d1a9d4e98ddd7987b1ee6d06c1db55/backrefs-8.2.tar.gz", hash = "sha256:3d464a90603d682006ad6fc4694bee8eeeea1506805e3783b3e6f4462cfe9d84", size = 7003472, upload-time = "2026-11-03T14:25:57.73Z" }
 wheels = [
@@ -123,8 +123,8 @@ name = "cffi"
 version = "2.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "pycparser", version = "3.11", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' and implementation_name != 'PyPy'" },
-    { name = "pycparser", version = "3.12", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' and implementation_name != 'PyPy'" },
+    { name = "pycparser", version = "3.11", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version < '3.11' and implementation_name != 'PyPy') or (python_full_version >= '3.11' and extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2') or (implementation_name == 'PyPy' and extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
+    { name = "pycparser", version = "3.12", source = { registry = "https://pypi.org/simple" }, marker = "(python_full_version >= '3.11' and implementation_name != 'PyPy') or (python_full_version < '3.11' and extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2') or (implementation_name == 'PyPy' and extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/9e/ef/008a1939e372c06329a3fce4279c02f328488f3526744906eeec3da7ad5f/cffi-2.1.1.tar.gz", hash = "sha256:dd31f52ea1086513bb9df30f8fcee9b8918323ae067a3d5b78bc826a000712be", size = 530807, upload-time = "2026-08-03T21:21:18.939Z" }
 wheels = [
@@ -552,7 +552,7 @@ wheels = [
 
 [package.optional-dependencies]
 toml = [
-    { name = "tomli" },
+    { name = "tomli", marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
 ]
 
 [[package]]
@@ -561,7 +561,7 @@ version = "7.17.2"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.12' and sys_platform == 'emscripten'",
-    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and sys_platform != 'emscripten')",
+    "(python_full_version >= '3.11' and sys_platform != 'emscripten') or (python_full_version == '3.11.*' and sys_platform == 'emscripten')",
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/78/4a/740c3134227763ebc30a226d7f2f29b25e35898d162dd8b2dd792be83fb2/coverage-7.17.2.tar.gz", hash = "sha256:d05a1bef52f4d7f1b484a1cf46a8929e50963f910e51396373f06cd3b6248f38", size = 996756, upload-time = "2026-11-04T19:52:34.313Z" }
 wheels = [
@@ -690,8 +690,8 @@ name = "coverage-conditional-plugin"
 version = "0.9.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "coverage", version = "7.16.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "coverage", version = "7.17.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "coverage", version = "7.16.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
+    { name = "coverage", version = "7.17.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
     { name = "packaging" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/2e/6e/82f411d325a38cc24289060ca5f80d990ee8d026f4de9782006acf061f9b/coverage_conditional_plugin-0.9.0.tar.gz", hash = "sha256:6893dab0542695dbd5ea714281dae0dfec8d0e36480ba32d839e9fa7344f8215", size = 10579, upload-time = "2023-06-02T10:25:10.166Z" }
@@ -704,8 +704,8 @@ name = "cryptography"
 version = "50.0.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+    { name = "cffi", marker = "platform_python_implementation != 'PyPy' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/9d/af/182eb91b0df3fe75c4d9f26fe70684569566745f6ba7e5c9c73a862c5252/cryptography-50.0.2.tar.gz", hash = "sha256:7b46165bb56eb4704e2eaaf86f3c940d19154535d9b0ca7d6d590b04060e00d5", size = 880623, upload-time = "2026-09-30T15:30:04.884Z" }
 wheels = [
@@ -783,7 +783,7 @@ name = "exceptiongroup"
 version = "1.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "typing-extensions" },
+    { name = "typing-extensions", marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/79/66800aadf48771f6b62f7eb014e352e5d06856655206165d775e675a02c9/exceptiongroup-1.3.1.tar.gz", hash = "sha256:8b412432c6055b0b7d14c310000ae93352ed6754f70fa8f7c34141f91c4e3219", size = 30371, upload-time = "2025-11-21T23:01:54.787Z" }
 wheels = [
@@ -817,7 +817,7 @@ version = "4.2.9"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.12' and sys_platform == 'emscripten'",
-    "python_full_version == '3.11.*' or (python_full_version >= '3.12' and sys_platform != 'emscripten')",
+    "(python_full_version >= '3.11' and sys_platform != 'emscripten') or (python_full_version == '3.11.*' and sys_platform == 'emscripten')",
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/a3/1d/d730c664fcb4f1d264a722722a3134cf0881854f73c1fd58abf87572f232/filelock-4.2.9.tar.gz", hash = "sha256:96530b7c538d4ea08493ab067247aab7948c54d8cd622cce711c97cccc5d9896", size = 663116, upload-time = "2026-11-04T18:37:10.014Z" }
 wheels = [
@@ -829,8 +829,8 @@ name = "ghp-import"
 version = "2.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "python-dateutil", version = "3.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "python-dateutil", version = "4.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "python-dateutil", version = "3.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
+    { name = "python-dateutil", version = "4.0.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/d9/29/d40217cbe2f6b1359e00c6c307bb3fc876ba74068cbab3dde77f03ca0dc4/ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343", size = 10943, upload-time = "2022-05-02T15:47:16.11Z" }
 wheels = [
@@ -859,7 +859,7 @@ dependencies = [
     { name = "hishel", extra = ["async", "httpx"] },
     { name = "httpx" },
     { name = "pydantic", version = "1.10.27", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'group-9-githubkit-pydantic-v1'" },
-    { name = "pydantic", version = "2.14.3", source = { registry = "https://pypi.org/simple" }, marker = "extra != 'group-9-githubkit-pydantic-v1' or extra == 'group-9-githubkit-pydantic-v2'" },
+    { name = "pydantic", version = "2.14.3", source = { registry = "https://pypi.org/simple" }, marker = "extra == 'group-9-githubkit-pydantic-v2' or extra != 'group-9-githubkit-pydantic-v1'" },
     { name = "typing-extensions" },
 ]
 
@@ -883,8 +883,8 @@ jwt = [
 
 [package.dev-dependencies]
 codegen = [
-    { name = "httpx2", version = "2.14.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "httpx2", version = "2.16.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "httpx2", version = "2.14.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
+    { name = "httpx2", version = "2.16.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
     { name = "jinja2" },
     { name = "jsonpointer" },
     { name = "openapi-pydantic" },
@@ -893,8 +893,8 @@ codegen = [
 dev = [
     { name = "coverage-conditional-plugin" },
     { name = "hishel", extra = ["redis"] },
-    { name = "httpx2", version = "2.14.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "httpx2", version = "2.16.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "httpx2", version = "2.14.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
+    { name = "httpx2", version = "2.16.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11' or (extra == 'group-9-githubkit-pydantic-v1' and extra == 'group-9-githubkit-pydantic-v2')" },
     { name = "jinja2" },
     { name = "jsonpointer" },
     { name = "mkdocs-git-committers-plugin-2" },
@@ -902,8 +902,8 @@ dev = [
     { name = "mkdocs-material" },
     { name = "nonemoji" },
     { name = "openapi-pydantic" },
-    { name = "pre-commit", version = "4.6.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "pre-commit", version = "4.7.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
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