diff --git a/crewai/agent.py b/crewai/agent.py
index 31087bdb5..b4c45356c 100644
--- a/crewai/agent.py
+++ b/crewai/agent.py
@@ -1,3 +1,4 @@
+import uuid
 from typing import Any, List, Optional
 
 from langchain.agents import AgentExecutor
@@ -6,14 +7,22 @@ from langchain.chat_models import ChatOpenAI
 from langchain.memory import ConversationSummaryMemory
 from langchain.tools.render import render_text_description
 from langchain_core.runnables.config import RunnableConfig
-from pydantic import ConfigDict, Field, InstanceOf, model_validator
+from pydantic import (
+    UUID4,
+    BaseModel,
+    ConfigDict,
+    Field,
+    InstanceOf,
+    field_validator,
+    model_validator,
+)
+from pydantic_core import PydanticCustomError
 
 from crewai.agents import CacheHandler, CrewAgentOutputParser, ToolsHandler
-from crewai.base.model import CrewAIBaseModel
 from crewai.prompts import Prompts
 
 
-class Agent(CrewAIBaseModel):
+class Agent(BaseModel):
     """Represents an agent in a system.
 
     Each agent has a role, a goal, a backstory, and an optional language model (llm).
@@ -30,7 +39,13 @@ class Agent(CrewAIBaseModel):
             allow_delegation: Whether the agent is allowed to delegate tasks to other agents.
     """
 
+    __hash__ = object.__hash__
     model_config = ConfigDict(arbitrary_types_allowed=True)
+    id: UUID4 = Field(
+        default_factory=uuid.uuid4,
+        frozen=True,
+        description="Unique identifier for the object, not set by user.",
+    )
     role: str = Field(description="Role of the agent")
     goal: str = Field(description="Objective of the agent")
     backstory: str = Field(description="Backstory of the agent")
@@ -63,6 +78,14 @@ class Agent(CrewAIBaseModel):
         default=CacheHandler(), description="An instance of the CacheHandler class."
     )
 
+    @field_validator("id", mode="before")
+    @classmethod
+    def _deny_user_set_id(cls, v: Optional[UUID4]) -> None:
+        if v:
+            raise PydanticCustomError(
+                "may_not_set_field", "This field is not to be set by the user.", {}
+            )
+
     @model_validator(mode="after")
     def check_agent_executor(self) -> "Agent":
         if not self.agent_executor:
diff --git a/crewai/crew.py b/crewai/crew.py
index 77902f40c..f26ffad20 100644
--- a/crewai/crew.py
+++ b/crewai/crew.py
@@ -1,7 +1,10 @@
 import json
+import uuid
 from typing import Any, Dict, List, Optional, Union
 
 from pydantic import (
+    UUID4,
+    BaseModel,
     ConfigDict,
     Field,
     InstanceOf,
@@ -13,15 +16,15 @@ from pydantic_core import PydanticCustomError
 
 from crewai.agent import Agent
 from crewai.agents import CacheHandler
-from crewai.base.model import CrewAIBaseModel
 from crewai.process import Process
 from crewai.task import Task
 from crewai.tools.agent_tools import AgentTools
 
 
-class Crew(CrewAIBaseModel):
+class Crew(BaseModel):
     """Class that represents a group of agents, how they should work together and their tasks."""
 
+    __hash__ = object.__hash__
     model_config = ConfigDict(arbitrary_types_allowed=True)
     tasks: List[Task] = Field(description="List of tasks", default_factory=list)
     agents: List[Agent] = Field(
@@ -39,6 +42,19 @@ class Crew(CrewAIBaseModel):
     cache_handler: Optional[InstanceOf[CacheHandler]] = Field(
         default=CacheHandler(), description="An instance of the CacheHandler class."
     )
+    id: UUID4 = Field(
+        default_factory=uuid.uuid4,
+        frozen=True,
+        description="Unique identifier for the object, not set by user.",
+    )
+
+    @field_validator("id", mode="before")
+    @classmethod
+    def _deny_user_set_id(cls, v: Optional[UUID4]) -> None:
+        if v:
+            raise PydanticCustomError(
+                "may_not_set_field", "This field is not to be set by the user.", {}
+            )
 
     @classmethod
     @field_validator("config", mode="before")
diff --git a/crewai/task.py b/crewai/task.py
index f766f8c0b..7198e99e2 100644
--- a/crewai/task.py
+++ b/crewai/task.py
@@ -1,14 +1,16 @@
+import uuid
 from typing import Any, List, Optional
 
-from pydantic import Field, model_validator
+from pydantic import UUID4, BaseModel, Field, field_validator, model_validator
+from pydantic_core import PydanticCustomError
 
 from crewai.agent import Agent
-from crewai.base.model import CrewAIBaseModel
 
 
-class Task(CrewAIBaseModel):
+class Task(BaseModel):
     """Class that represent a task to be executed."""
 
+    __hash__ = object.__hash__
     description: str = Field(description="Description of the actual task.")
     agent: Optional[Agent] = Field(
         description="Agent responsible for the task.", default=None
@@ -17,6 +19,19 @@ class Task(CrewAIBaseModel):
         default_factory=list,
         description="Tools the agent are limited to use for this task.",
     )
+    id: UUID4 = Field(
+        default_factory=uuid.uuid4,
+        frozen=True,
+        description="Unique identifier for the object, not set by user.",
+    )
+
+    @field_validator("id", mode="before")
+    @classmethod
+    def _deny_user_set_id(cls, v: Optional[UUID4]) -> None:
+        if v:
+            raise PydanticCustomError(
+                "may_not_set_field", "This field is not to be set by the user.", {}
+            )
 
     @model_validator(mode="after")
     def check_tools(self):