diff --git a/lib/crewai/pyproject.toml b/lib/crewai/pyproject.toml
index b0d70f388..2990c71af 100644
--- a/lib/crewai/pyproject.toml
+++ b/lib/crewai/pyproject.toml
@@ -43,6 +43,7 @@ dependencies = [
     "uv~=0.9.13",
     "aiosqlite~=0.21.0",
     "lancedb>=0.29.2",
+    "cloudpickle~=3.1.2",
 ]
 
 [project.urls]
diff --git a/lib/crewai/src/crewai/types/callable.py b/lib/crewai/src/crewai/types/callable.py
index 500fcfbcd..40204dd97 100644
--- a/lib/crewai/src/crewai/types/callable.py
+++ b/lib/crewai/src/crewai/types/callable.py
@@ -1,45 +1,35 @@
-"""Serializable callable type for Pydantic models."""
+"""Serializable callable type for Pydantic models.
+
+All callables (named functions, lambdas, closures, methods) are serialized
+via ``cloudpickle`` + base64.  On deserialization the base64 payload is
+decoded and unpickled back into a live callable.
+"""
 
 from __future__ import annotations
 
+import base64
 from collections.abc import Callable
-import importlib
 from typing import Annotated, Any
 
+import cloudpickle  # type: ignore[import-untyped]
 from pydantic import BeforeValidator, PlainSerializer, WithJsonSchema
 
 
 def _deserialize_callable(v: str | Callable[..., Any]) -> Callable[..., Any]:
-    """Deserialize a dotted import path to a callable, or pass through if already callable."""
+    """Deserialize a base64-encoded cloudpickle payload, or pass through if already callable."""
     if isinstance(v, str):
-        module_path, _, name = v.rpartition(".")
-        if not module_path:
-            raise ValueError(f"Invalid callable path: {v!r} (expected 'module.name')")
-        module = importlib.import_module(module_path)
-        obj: Callable[..., Any] = getattr(module, name)
+        obj = cloudpickle.loads(base64.b85decode(v))
         if not callable(obj):
-            raise ValueError(f"{v!r} resolved to {type(obj).__name__}, not a callable")
-        return obj
+            raise ValueError(
+                f"Deserialized object is {type(obj).__name__}, not a callable"
+            )
+        return obj  # type: ignore[no-any-return]
     return v
 
 
 def _serialize_callable(v: Callable[..., Any]) -> str:
-    """Serialize a callable to its dotted import path."""
-    module = getattr(v, "__module__", None)
-    qualname = getattr(v, "__qualname__", None)
-    name = getattr(v, "__name__", None)
-
-    if not module or not name:
-        raise ValueError(
-            f"Cannot serialize {v!r}: missing __module__ or __name__. "
-            "Only top-level named functions are serializable."
-        )
-    if qualname and "<" in qualname:
-        raise ValueError(
-            f"Cannot serialize {v!r}: lambdas and nested functions are not serializable. "
-            "Use a top-level named function instead."
-        )
-    return f"{module}.{qualname or name}"
+    """Serialize any callable to a base64-encoded cloudpickle payload."""
+    return base64.b85encode(cloudpickle.dumps(v)).decode("ascii")
 
 
 SerializableCallable = Annotated[
diff --git a/uv.lock b/uv.lock
index 8fc9e56f5..0911e10d8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -911,6 +911,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7e/d4/7ebdbd03970677812aac39c869717059dbb71a4cfc033ca6e5221787892c/click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2", size = 98188, upload-time = "2024-12-21T18:38:41.666Z" },
 ]
 
+[[package]]
+name = "cloudpickle"
+version = "3.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/27/fb/576f067976d320f5f0114a8d9fa1215425441bb35627b1993e5afd8111e5/cloudpickle-3.1.2.tar.gz", hash = "sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414", size = 22330, upload-time = "2025-11-03T09:25:26.604Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/39/799be3f2f0f38cc727ee3b4f1445fe6d5e4133064ec2e4115069418a5bb6/cloudpickle-3.1.2-py3-none-any.whl", hash = "sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a", size = 22228, upload-time = "2025-11-03T09:25:25.534Z" },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -1097,6 +1106,7 @@ dependencies = [
     { name = "appdirs" },
     { name = "chromadb" },
     { name = "click" },
+    { name = "cloudpickle" },
     { name = "httpx" },
     { name = "instructor" },
     { name = "json-repair" },
@@ -1193,6 +1203,7 @@ requires-dist = [
     { name = "boto3", marker = "extra == 'bedrock'", specifier = "~=1.40.45" },
     { name = "chromadb", specifier = "~=1.1.0" },
     { name = "click", specifier = "~=8.1.7" },
+    { name = "cloudpickle", specifier = "~=3.1.2" },
     { name = "crewai-files", marker = "extra == 'file-processing'", editable = "lib/crewai-files" },
     { name = "crewai-tools", marker = "extra == 'tools'", editable = "lib/crewai-tools" },
     { name = "docling", marker = "extra == 'docling'", specifier = "~=2.75.0" },