diff --git a/src/crewai/knowledge/storage/knowledge_storage.py b/src/crewai/knowledge/storage/knowledge_storage.py
index ac76e9a80..f722a50ef 100644
--- a/src/crewai/knowledge/storage/knowledge_storage.py
+++ b/src/crewai/knowledge/storage/knowledge_storage.py
@@ -11,6 +11,8 @@ import chromadb.errors
 from chromadb.api import ClientAPI
 from chromadb.api.types import OneOrMany
 from chromadb.config import Settings
+from pydantic.warnings import PydanticDeprecatedSince211
+import warnings
 
 from crewai.knowledge.storage.base_knowledge_storage import BaseKnowledgeStorage
 from crewai.rag.embeddings.configurator import EmbeddingConfigurator
@@ -85,6 +87,15 @@ class KnowledgeStorage(BaseKnowledgeStorage):
                 raise Exception("Collection not initialized")
 
     def initialize_knowledge_storage(self):
+        # Suppress deprecation warnings from chromadb, which are not relevant to us
+        # TODO: Remove this once we upgrade chromadb to at least 1.0.8.
+        warnings.filterwarnings(
+            "ignore",
+            category=PydanticDeprecatedSince211,
+            message=r".*'model_fields'.*is deprecated.*",
+            module=r"^chromadb(\.|$)",
+        )
+
         self.app = create_persistent_client(
             path=os.path.join(db_storage_path(), "knowledge"),
             settings=Settings(allow_reset=True),
diff --git a/src/crewai/memory/storage/rag_storage.py b/src/crewai/memory/storage/rag_storage.py
index eaa955fd3..6cab8e401 100644
--- a/src/crewai/memory/storage/rag_storage.py
+++ b/src/crewai/memory/storage/rag_storage.py
@@ -12,6 +12,8 @@ from crewai.rag.embeddings.configurator import EmbeddingConfigurator
 from crewai.utilities.chromadb import create_persistent_client
 from crewai.utilities.constants import MAX_FILE_NAME_LENGTH
 from crewai.utilities.paths import db_storage_path
+import warnings
+from pydantic.warnings import PydanticDeprecatedSince211
 
 
 @contextlib.contextmanager
@@ -62,6 +64,15 @@ class RAGStorage(BaseRAGStorage):
     def _initialize_app(self):
         from chromadb.config import Settings
 
+        # Suppress deprecation warnings from chromadb, which are not relevant to us
+        # TODO: Remove this once we upgrade chromadb to at least 1.0.8.
+        warnings.filterwarnings(
+            "ignore",
+            category=PydanticDeprecatedSince211,
+            message=r".*'model_fields'.*is deprecated.*",
+            module=r"^chromadb(\.|$)",
+        )
+
         self._set_embedder_config()
 
         self.app = create_persistent_client(
diff --git a/tests/memory/short_term_memory_test.py b/tests/memory/short_term_memory_test.py
index 020b3a94c..cb7ec9967 100644
--- a/tests/memory/short_term_memory_test.py
+++ b/tests/memory/short_term_memory_test.py
@@ -1,5 +1,6 @@
 from unittest.mock import patch, ANY
 from collections import defaultdict
+from pydantic.warnings import PydanticDeprecatedSince211
 import pytest
 
 from crewai.agent import Agent
@@ -35,10 +36,12 @@ def short_term_memory():
     return ShortTermMemory(crew=Crew(agents=[agent], tasks=[task]))
 
 
+@pytest.mark.filterwarnings("error", category=PydanticDeprecatedSince211)
 def test_short_term_memory_search_events(short_term_memory):
     events = defaultdict(list)
 
     with crewai_event_bus.scoped_handlers():
+
         @crewai_event_bus.on(MemoryQueryStartedEvent)
         def on_search_started(source, event):
             events["MemoryQueryStartedEvent"].append(event)
@@ -59,33 +62,35 @@ def test_short_term_memory_search_events(short_term_memory):
     assert len(events["MemoryQueryFailedEvent"]) == 0
 
     assert dict(events["MemoryQueryStartedEvent"][0]) == {
-        'timestamp': ANY,
-        'type': 'memory_query_started',
-        'source_fingerprint': None,
-        'source_type': 'short_term_memory',
-        'fingerprint_metadata': None,
-        'query': 'test value',
-        'limit': 3,
-        'score_threshold': 0.35
+        "timestamp": ANY,
+        "type": "memory_query_started",
+        "source_fingerprint": None,
+        "source_type": "short_term_memory",
+        "fingerprint_metadata": None,
+        "query": "test value",
+        "limit": 3,
+        "score_threshold": 0.35,
     }
 
     assert dict(events["MemoryQueryCompletedEvent"][0]) == {
-        'timestamp': ANY,
-        'type': 'memory_query_completed',
-        'source_fingerprint': None,
-        'source_type': 'short_term_memory',
-        'fingerprint_metadata': None,
-        'query': 'test value',
-        'results': [],
-        'limit': 3,
-        'score_threshold': 0.35,
-        'query_time_ms': ANY
+        "timestamp": ANY,
+        "type": "memory_query_completed",
+        "source_fingerprint": None,
+        "source_type": "short_term_memory",
+        "fingerprint_metadata": None,
+        "query": "test value",
+        "results": [],
+        "limit": 3,
+        "score_threshold": 0.35,
+        "query_time_ms": ANY,
     }
 
 
+@pytest.mark.filterwarnings("error", category=PydanticDeprecatedSince211)
 def test_short_term_memory_save_events(short_term_memory):
     events = defaultdict(list)
     with crewai_event_bus.scoped_handlers():
+
         @crewai_event_bus.on(MemorySaveStartedEvent)
         def on_save_started(source, event):
             events["MemorySaveStartedEvent"].append(event)
@@ -105,28 +110,30 @@ def test_short_term_memory_save_events(short_term_memory):
     assert len(events["MemorySaveFailedEvent"]) == 0
 
     assert dict(events["MemorySaveStartedEvent"][0]) == {
-        'timestamp': ANY,
-        'type': 'memory_save_started',
-        'source_fingerprint': None,
-        'source_type': 'short_term_memory',
-        'fingerprint_metadata': None,
-        'value': 'test value',
-        'metadata': {'task': 'test_task'},
-        'agent_role': "test_agent"
+        "timestamp": ANY,
+        "type": "memory_save_started",
+        "source_fingerprint": None,
+        "source_type": "short_term_memory",
+        "fingerprint_metadata": None,
+        "value": "test value",
+        "metadata": {"task": "test_task"},
+        "agent_role": "test_agent",
     }
 
     assert dict(events["MemorySaveCompletedEvent"][0]) == {
-        'timestamp': ANY,
-        'type': 'memory_save_completed',
-        'source_fingerprint': None,
-        'source_type': 'short_term_memory',
-        'fingerprint_metadata': None,
-        'value': 'test value',
-        'metadata': {'task': 'test_task', 'agent': 'test_agent'},
-        'agent_role': "test_agent",
-        'save_time_ms': ANY
+        "timestamp": ANY,
+        "type": "memory_save_completed",
+        "source_fingerprint": None,
+        "source_type": "short_term_memory",
+        "fingerprint_metadata": None,
+        "value": "test value",
+        "metadata": {"task": "test_task", "agent": "test_agent"},
+        "agent_role": "test_agent",
+        "save_time_ms": ANY,
     }
 
+
+@pytest.mark.filterwarnings("error", category=PydanticDeprecatedSince211)
 def test_save_and_search(short_term_memory):
     memory = ShortTermMemoryItem(
         data="""test value test value test value test value test value test value