diff --git a/crewai/agents/__init__.py b/crewai/agents/__init__.py
index 3684f2897..c14004aee 100644
--- a/crewai/agents/__init__.py
+++ b/crewai/agents/__init__.py
@@ -1,4 +1,4 @@
-from .cache_handler import CacheHandler
+from .cache.cache_handler import CacheHandler
 from .executor import CrewAgentExecutor
 from .output_parser import CrewAgentOutputParser
 from .tools_handler import ToolsHandler
diff --git a/crewai/agents/cache/__init__.py b/crewai/agents/cache/__init__.py
new file mode 100644
index 000000000..ab6ba9674
--- /dev/null
+++ b/crewai/agents/cache/__init__.py
@@ -0,0 +1,2 @@
+from .cache_handler import CacheHandler
+from .cache_hit import CacheHit
diff --git a/crewai/agents/cache_handler.py b/crewai/agents/cache/cache_handler.py
similarity index 100%
rename from crewai/agents/cache_handler.py
rename to crewai/agents/cache/cache_handler.py
diff --git a/crewai/agents/cache_hit.py b/crewai/agents/cache/cache_hit.py
similarity index 100%
rename from crewai/agents/cache_hit.py
rename to crewai/agents/cache/cache_hit.py
diff --git a/crewai/agents/exceptions.py b/crewai/agents/exceptions.py
new file mode 100644
index 000000000..651bbda25
--- /dev/null
+++ b/crewai/agents/exceptions.py
@@ -0,0 +1,20 @@
+from langchain_core.exceptions import OutputParserException
+
+
+class TaskRepeatedUsageException(OutputParserException):
+    """Exception raised when a task is used twice in a roll."""
+
+    error: str = "TaskRepeatedUsageException"
+    message: str = "\nI just used the {tool} tool with input {tool_input}. So I already know the result of that.\n"
+
+    def __init__(self, tool: str, tool_input: str):
+        self.tool = tool
+        self.tool_input = tool_input
+        self.message = self.message.format(tool=tool, tool_input=tool_input)
+
+        super().__init__(
+            error=self.error, observation=self.message, send_to_llm=True, llm_output=""
+        )
+
+    def __str__(self):
+        return self.message
diff --git a/crewai/agents/executor.py b/crewai/agents/executor.py
index a29a248cf..a28363223 100644
--- a/crewai/agents/executor.py
+++ b/crewai/agents/executor.py
@@ -9,7 +9,7 @@ from langchain_core.exceptions import OutputParserException
 from langchain_core.tools import BaseTool
 
 from ..tools.cache_tools import CacheTools
-from .cache_hit import CacheHit
+from .cache.cache_hit import CacheHit
 
 
 class CrewAgentExecutor(AgentExecutor):
diff --git a/crewai/agents/output_parser.py b/crewai/agents/output_parser.py
index 8d54a5cfc..dc70d54d2 100644
--- a/crewai/agents/output_parser.py
+++ b/crewai/agents/output_parser.py
@@ -3,10 +3,9 @@ from typing import Union
 
 from langchain.agents.output_parsers import ReActSingleInputOutputParser
 from langchain_core.agents import AgentAction, AgentFinish
-from langchain_core.exceptions import OutputParserException
 
-from .cache_handler import CacheHandler
-from .cache_hit import CacheHit
+from .cache import CacheHandler, CacheHit
+from .exceptions import TaskRepeatedUsageException
 from .tools_handler import ToolsHandler
 
 FINAL_ANSWER_ACTION = "Final Answer:"
@@ -67,9 +66,7 @@ class CrewAgentOutputParser(ReActSingleInputOutputParser):
                     "input": tool_input,
                 }
                 if usage == last_tool_usage:
-                    raise OutputParserException(
-                        f"""\nI just used the {action} tool with input {tool_input}. So I already know the result of that."""
-                    )
+                    raise TaskRepeatedUsageException(tool=action, tool_input=tool_input)
 
             result = self.cache.read(action, tool_input)
             if result:
diff --git a/crewai/agents/tools_handler.py b/crewai/agents/tools_handler.py
index 3f88ea8ca..d2f2ac568 100644
--- a/crewai/agents/tools_handler.py
+++ b/crewai/agents/tools_handler.py
@@ -3,7 +3,7 @@ from typing import Any, Dict
 from langchain.callbacks.base import BaseCallbackHandler
 
 from ..tools.cache_tools import CacheTools
-from .cache_handler import CacheHandler
+from .cache.cache_handler import CacheHandler
 
 
 class ToolsHandler(BaseCallbackHandler):
diff --git a/crewai/base/__init__.py b/crewai/base/__init__.py
deleted file mode 100644
index e69de29bb..000000000
diff --git a/crewai/base/model.py b/crewai/base/model.py
deleted file mode 100644
index 211ae5be7..000000000
--- a/crewai/base/model.py
+++ /dev/null
@@ -1,24 +0,0 @@
-import uuid
-from typing import Optional
-
-from pydantic import UUID4, BaseModel, Field, field_validator
-from pydantic_core import PydanticCustomError
-
-
-class CrewAIBaseModel(BaseModel):
-    """Base model with unique identifier."""
-
-    __hash__ = object.__hash__
-    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.", {}
-            )
diff --git a/crewai/crew.py b/crewai/crew.py
index f26ffad20..554ca3fce 100644
--- a/crewai/crew.py
+++ b/crewai/crew.py
@@ -15,7 +15,7 @@ from pydantic import (
 from pydantic_core import PydanticCustomError
 
 from crewai.agent import Agent
-from crewai.agents import CacheHandler
+from crewai.agents.cache import CacheHandler
 from crewai.process import Process
 from crewai.task import Task
 from crewai.tools.agent_tools import AgentTools
diff --git a/crewai/tools/agent_tools.py b/crewai/tools/agent_tools.py
index 9e8cb2d8d..5c4e12e99 100644
--- a/crewai/tools/agent_tools.py
+++ b/crewai/tools/agent_tools.py
@@ -53,10 +53,10 @@ class AgentTools(BaseModel):
         try:
             agent, task, information = command.split("|")
         except ValueError:
-            return "\nError executing tool. Missing exact 3 pipe (|) separated values. For example, `coworker|task|information`."
+            return "\nError executing tool. Missing exact 3 pipe (|) separated values. For example, `coworker|task|information`.\n"
 
         if not agent or not task or not information:
-            return "\nError executing tool. Missing exact 3 pipe (|) separated values. For example, `coworker|question|information`."
+            return "\nError executing tool. Missing exact 3 pipe (|) separated values. For example, `coworker|question|information`.\n"
 
         agent = [
             available_agent
@@ -65,7 +65,7 @@ class AgentTools(BaseModel):
         ]
 
         if len(agent) == 0:
-            return f"\nError executing tool. Co-worker mentioned on the Action Input not found, it must to be one of the following options: {', '.join([agent.role for agent in self.agents])}."
+            return f"\nError executing tool. Co-worker mentioned on the Action Input not found, it must to be one of the following options: {', '.join([agent.role for agent in self.agents])}.\n"
 
         agent = agent[0]
         result = agent.execute_task(task, information)
diff --git a/crewai/tools/cache_tools.py b/crewai/tools/cache_tools.py
index 66ba2a8a5..a8e6dbf3c 100644
--- a/crewai/tools/cache_tools.py
+++ b/crewai/tools/cache_tools.py
@@ -1,7 +1,7 @@
 from langchain.tools import Tool
 from pydantic import BaseModel, ConfigDict, Field
 
-from crewai.agents import CacheHandler
+from crewai.agents.cache import CacheHandler
 
 
 class CacheTools(BaseModel):
diff --git a/tests/agent_test.py b/tests/agent_test.py
index e8a6c58e7..580b8d01f 100644
--- a/tests/agent_test.py
+++ b/tests/agent_test.py
@@ -4,7 +4,7 @@ import pytest
 from langchain.chat_models import ChatOpenAI as OpenAI
 
 from crewai.agent import Agent
-from crewai.agents import CacheHandler
+from crewai.agents.cache import CacheHandler
 
 
 def test_agent_creation():
diff --git a/tests/agent_tools/agent_tools_test.py b/tests/agent_tools/agent_tools_test.py
index ffac3298b..02437eb88 100644
--- a/tests/agent_tools/agent_tools_test.py
+++ b/tests/agent_tools/agent_tools_test.py
@@ -48,7 +48,7 @@ def test_delegate_work_with_wrong_input():
 
     assert (
         result
-        == "\nError executing tool. Missing exact 3 pipe (|) separated values. For example, `coworker|task|information`."
+        == "\nError executing tool. Missing exact 3 pipe (|) separated values. For example, `coworker|task|information`.\n"
     )
 
 
@@ -59,7 +59,7 @@ def test_delegate_work_to_wrong_agent():
 
     assert (
         result
-        == "\nError executing tool. Co-worker mentioned on the Action Input not found, it must to be one of the following options: researcher."
+        == "\nError executing tool. Co-worker mentioned on the Action Input not found, it must to be one of the following options: researcher.\n"
     )
 
 
@@ -70,5 +70,5 @@ def test_ask_question_to_wrong_agent():
 
     assert (
         result
-        == "\nError executing tool. Co-worker mentioned on the Action Input not found, it must to be one of the following options: researcher."
+        == "\nError executing tool. Co-worker mentioned on the Action Input not found, it must to be one of the following options: researcher.\n"
     )
diff --git a/tests/crew_test.py b/tests/crew_test.py
index 88a7b824f..ddbab470b 100644
--- a/tests/crew_test.py
+++ b/tests/crew_test.py
@@ -5,7 +5,7 @@ import json
 import pytest
 
 from crewai.agent import Agent
-from crewai.agents import CacheHandler
+from crewai.agents.cache import CacheHandler
 from crewai.crew import Crew
 from crewai.process import Process
 from crewai.task import Task