diff --git a/README.md b/README.md
index f9d0b99..3857c82 100644
--- a/README.md
+++ b/README.md
@@ -318,6 +318,12 @@ curl --location 'http://localhost:8000/api/tts' \
 ## Development
 
 ### Testing
+Install development dependencies:
+
+```bash
+uv pip install -e ".[test]"
+```
+
 
 Run the test suite:
 
diff --git a/pyproject.toml b/pyproject.toml
index b69ff3b..523b096 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,10 +10,16 @@ readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
     "httpx>=0.28.1",
+    # LangChain 1.x core packages
+    "langchain>=1.0.0",
+    "langchain-core>=1.0.0",
     "langchain-community>=0.3.19",
     "langchain-experimental>=0.3.4",
     "langchain-openai>=0.3.8",
+    "langchain-text-splitters>=0.3.6",
+    # LangGraph
     "langgraph>=0.3.5",
+    # Other dependencies
     "readabilipy>=0.3.0",
     "python-dotenv>=1.0.1",
     "socksio>=1.0.0",
@@ -28,6 +34,7 @@ dependencies = [
     "json-repair>=0.7.0",
     "jinja2>=3.1.3",
     "duckduckgo-search>=8.0.0",
+    "ddgs>=9.0.0",
     "inquirerpy>=0.3.4",
     "arxiv>=2.2.0",
     "mcp>=1.11.0",
@@ -35,14 +42,14 @@ dependencies = [
     "langchain-deepseek>=0.1.3",
     "langchain-google-genai>=2.0.6",
     "wikipedia>=1.4.0",
-    "langchain-tavily<0.3",
+    "langchain-tavily>=0.2.0",
     "langgraph-checkpoint-mongodb>=0.1.4",
     "langgraph-checkpoint-postgres==2.0.21",
     "pymilvus>=2.3.0",
     "langchain-milvus>=0.2.1",
     "psycopg[binary]>=3.2.9",
     "qdrant-client>=1.15.1",
-    "langchain-qdrant>=0.2.0,<1.0.0",
+    "langchain-qdrant>=0.2.0",
 ]
 
 [project.optional-dependencies]
diff --git a/src/podcast/graph/script_writer_node.py b/src/podcast/graph/script_writer_node.py
index 2b3831b..9ae1477 100644
--- a/src/podcast/graph/script_writer_node.py
+++ b/src/podcast/graph/script_writer_node.py
@@ -3,7 +3,7 @@
 
 import logging
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/ppt/graph/ppt_composer_node.py b/src/ppt/graph/ppt_composer_node.py
index 9c0e692..9140e04 100644
--- a/src/ppt/graph/ppt_composer_node.py
+++ b/src/ppt/graph/ppt_composer_node.py
@@ -5,7 +5,7 @@ import logging
 import os
 import uuid
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/prompt_enhancer/graph/enhancer_node.py b/src/prompt_enhancer/graph/enhancer_node.py
index fef1899..fcf9c0a 100644
--- a/src/prompt_enhancer/graph/enhancer_node.py
+++ b/src/prompt_enhancer/graph/enhancer_node.py
@@ -4,7 +4,7 @@
 import logging
 import re
 
-from langchain.schema import HumanMessage
+from langchain_core.messages import HumanMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/prose/graph/prose_continue_node.py b/src/prose/graph/prose_continue_node.py
index b82856a..f41af70 100644
--- a/src/prose/graph/prose_continue_node.py
+++ b/src/prose/graph/prose_continue_node.py
@@ -3,7 +3,7 @@
 
 import logging
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/prose/graph/prose_fix_node.py b/src/prose/graph/prose_fix_node.py
index 1f2ab17..3f4ab24 100644
--- a/src/prose/graph/prose_fix_node.py
+++ b/src/prose/graph/prose_fix_node.py
@@ -3,7 +3,7 @@
 
 import logging
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/prose/graph/prose_improve_node.py b/src/prose/graph/prose_improve_node.py
index 6ff07dc..d160a8f 100644
--- a/src/prose/graph/prose_improve_node.py
+++ b/src/prose/graph/prose_improve_node.py
@@ -3,7 +3,7 @@
 
 import logging
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/prose/graph/prose_longer_node.py b/src/prose/graph/prose_longer_node.py
index d7705ab..ec7e340 100644
--- a/src/prose/graph/prose_longer_node.py
+++ b/src/prose/graph/prose_longer_node.py
@@ -3,7 +3,7 @@
 
 import logging
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/prose/graph/prose_shorter_node.py b/src/prose/graph/prose_shorter_node.py
index 51fa330..7b7b442 100644
--- a/src/prose/graph/prose_shorter_node.py
+++ b/src/prose/graph/prose_shorter_node.py
@@ -3,7 +3,7 @@
 
 import logging
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/prose/graph/prose_zap_node.py b/src/prose/graph/prose_zap_node.py
index 814567c..0e791ec 100644
--- a/src/prose/graph/prose_zap_node.py
+++ b/src/prose/graph/prose_zap_node.py
@@ -3,7 +3,7 @@
 
 import logging
 
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.agents import AGENT_LLM_MAP
 from src.llms.llm import get_llm_by_type
diff --git a/src/tools/tavily_search/tavily_search_results_with_images.py b/src/tools/tavily_search/tavily_search_results_with_images.py
index 0fd83e6..f1c6479 100644
--- a/src/tools/tavily_search/tavily_search_results_with_images.py
+++ b/src/tools/tavily_search/tavily_search_results_with_images.py
@@ -5,7 +5,7 @@ import json
 import logging
 from typing import Dict, List, Optional, Tuple, Union
 
-from langchain.callbacks.manager import (
+from langchain_core.callbacks import (
     AsyncCallbackManagerForToolRun,
     CallbackManagerForToolRun,
 )
diff --git a/tests/unit/prompt_enhancer/graph/test_enhancer_node.py b/tests/unit/prompt_enhancer/graph/test_enhancer_node.py
index b69350d..4d2fe17 100644
--- a/tests/unit/prompt_enhancer/graph/test_enhancer_node.py
+++ b/tests/unit/prompt_enhancer/graph/test_enhancer_node.py
@@ -4,7 +4,7 @@
 from unittest.mock import MagicMock, patch
 
 import pytest
-from langchain.schema import HumanMessage, SystemMessage
+from langchain_core.messages import HumanMessage, SystemMessage
 
 from src.config.report_style import ReportStyle
 from src.prompt_enhancer.graph.enhancer_node import prompt_enhancer_node
diff --git a/tests/unit/tools/test_crawl.py b/tests/unit/tools/test_crawl.py
index e75ffb3..0596271 100644
--- a/tests/unit/tools/test_crawl.py
+++ b/tests/unit/tools/test_crawl.py
@@ -19,7 +19,7 @@ class TestCrawlTool:
         url = "https://example.com"
 
         # Act
-        result = crawl_tool(url)
+        result = crawl_tool.invoke({"url": url})
 
         # Assert
         assert isinstance(result, str)
@@ -44,7 +44,7 @@ class TestCrawlTool:
         url = "https://example.com"
 
         # Act
-        result = crawl_tool(url)
+        result = crawl_tool.invoke({"url": url})
 
         # Assert
         result_dict = json.loads(result)
@@ -61,7 +61,7 @@ class TestCrawlTool:
         url = "https://example.com"
 
         # Act
-        result = crawl_tool(url)
+        result = crawl_tool.invoke({"url": url})
 
         # Assert
         assert isinstance(result, str)
@@ -80,7 +80,7 @@ class TestCrawlTool:
         url = "https://example.com"
 
         # Act
-        result = crawl_tool(url)
+        result = crawl_tool.invoke({"url": url})
 
         # Assert
         assert isinstance(result, str)
@@ -103,7 +103,7 @@ class TestCrawlTool:
         url = "https://example.com"
 
         # Act
-        result = crawl_tool(url)
+        result = crawl_tool.invoke({"url": url})
 
         # Assert
         assert isinstance(result, str)
@@ -123,7 +123,7 @@ class TestCrawlTool:
         url = "https://example.com"
 
         # Act
-        result = crawl_tool(url)
+        result = crawl_tool.invoke({"url": url})
 
         # Assert
         assert isinstance(result, str)
@@ -171,7 +171,7 @@ class TestPDFHandling:
         pdf_url = "https://example.com/document.pdf"
         
         # Act
-        result = crawl_tool(pdf_url)
+        result = crawl_tool.invoke({"url": pdf_url})
         
         # Assert
         assert isinstance(result, str)
@@ -189,7 +189,7 @@ class TestPDFHandling:
         issue_pdf_url = "https://pdf.dfcfw.com/pdf/H3_AP202503071644153386_1.pdf"
         
         # Act
-        result = crawl_tool(issue_pdf_url)
+        result = crawl_tool.invoke({"url": issue_pdf_url})
         
         # Assert
         result_dict = json.loads(result)
@@ -204,7 +204,7 @@ class TestPDFHandling:
         pdf_url = "https://example.com/document.pdf"
         
         # Act
-        result = crawl_tool(pdf_url)
+        result = crawl_tool.invoke({"url": pdf_url})
         
         # Assert
         # Crawler should not be instantiated for PDF URLs
diff --git a/tests/unit/tools/test_python_repl.py b/tests/unit/tools/test_python_repl.py
index 3a77f54..134901b 100644
--- a/tests/unit/tools/test_python_repl.py
+++ b/tests/unit/tools/test_python_repl.py
@@ -20,7 +20,7 @@ class TestPythonReplTool:
         mock_repl.run.return_value = expected_output
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_repl.run.assert_called_once_with(code)
@@ -38,7 +38,7 @@ class TestPythonReplTool:
 
         # Act & Assert - expect ValidationError when passing invalid input
         with pytest.raises(Exception):  # Could be ValidationError or similar
-            python_repl_tool(invalid_code)
+            python_repl_tool.invoke({"code": invalid_code})
 
         mock_repl.run.assert_not_called()
 
@@ -52,7 +52,7 @@ class TestPythonReplTool:
         mock_repl.run.return_value = error_result
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_repl.run.assert_called_once_with(code)
@@ -71,7 +71,7 @@ class TestPythonReplTool:
         mock_repl.run.return_value = exception_result
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_repl.run.assert_called_once_with(code)
@@ -90,7 +90,7 @@ class TestPythonReplTool:
         mock_repl.run.side_effect = exception
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_repl.run.assert_called_once_with(code)
@@ -109,7 +109,7 @@ class TestPythonReplTool:
         mock_repl.run.return_value = expected_output
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_repl.run.assert_called_once_with(code)
@@ -128,7 +128,7 @@ class TestPythonReplTool:
         mock_repl.run.return_value = ""
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_repl.run.assert_called_once_with(code)
@@ -144,7 +144,7 @@ class TestPythonReplTool:
         mock_repl.run.return_value = ""
 
         # Act
-        python_repl_tool(code)
+        python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_logger.info.assert_any_call("Executing Python code")
@@ -158,7 +158,7 @@ class TestPythonReplTool:
         code = "print('test')"
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_logger.warning.assert_called_with(
@@ -176,7 +176,7 @@ class TestPythonReplTool:
         code = "print('test')"
 
         # Act
-        result = python_repl_tool(code)
+        result = python_repl_tool.invoke({"code": code})
 
         # Assert
         mock_logger.warning.assert_called_with(
@@ -197,7 +197,7 @@ class TestPythonReplTool:
             mock_repl.run.return_value = expected_output
 
             # Act
-            result = python_repl_tool(code)
+            result = python_repl_tool.invoke({"code": code})
 
             # Assert
             mock_repl.run.assert_called_once_with(code)
@@ -213,7 +213,7 @@ class TestPythonReplTool:
             code = "print('disabled')"
 
             # Act
-            result = python_repl_tool(code)
+            result = python_repl_tool.invoke({"code": code})
 
             # Assert
             mock_logger.warning.assert_called_with(
diff --git a/tests/unit/tools/test_search.py b/tests/unit/tools/test_search.py
index c13d455..2a26036 100644
--- a/tests/unit/tools/test_search.py
+++ b/tests/unit/tools/test_search.py
@@ -33,7 +33,7 @@ class TestGetWebSearchTool:
     def test_get_web_search_tool_brave(self):
         tool = get_web_search_tool(max_search_results=4)
         assert tool.name == "web_search"
-        assert tool.search_wrapper.api_key == "test_api_key"
+        assert tool.search_wrapper.api_key.get_secret_value() == "test_api_key"
 
     @patch("src.tools.search.SELECTED_SEARCH_ENGINE", SearchEngine.ARXIV.value)
     def test_get_web_search_tool_arxiv(self):
@@ -54,7 +54,7 @@ class TestGetWebSearchTool:
     @patch.dict(os.environ, {}, clear=True)
     def test_get_web_search_tool_brave_no_api_key(self):
         tool = get_web_search_tool(max_search_results=1)
-        assert tool.search_wrapper.api_key == ""
+        assert tool.search_wrapper.api_key.get_secret_value() == ""
 
     @patch("src.tools.search.SELECTED_SEARCH_ENGINE", SearchEngine.TAVILY.value)
     @patch("src.tools.search.load_yaml_config")
diff --git a/uv.lock b/uv.lock
index 4afd8f8..9f811e8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,8 +1,9 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version >= '3.13'",
+    "python_full_version >= '3.14'",
+    "python_full_version == '3.13.*'",
     "python_full_version >= '3.12.4' and python_full_version < '3.13'",
     "python_full_version < '3.12.4'",
 ]
@@ -187,6 +188,60 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a7/c8/57a4c80e5abec29fa9406307a5277527f21210bfc6c2c61c3d8ded36c09b/blockbuster-1.5.24-py3-none-any.whl", hash = "sha256:e703497b55bc72af09d60d1cd746c2f3ba7ce0c446fa256be6ccda5e7d403520", size = 13214, upload-time = "2025-03-18T10:12:04.802Z" },
 ]
 
+[[package]]
+name = "brotli"
+version = "1.2.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f7/16/c92ca344d646e71a43b8bb353f0a6490d7f6e06210f8554c8f874e454285/brotli-1.2.0.tar.gz", hash = "sha256:e310f77e41941c13340a95976fe66a8a95b01e783d430eeaf7a2f87e0a57dd0a", size = 7388632, upload-time = "2025-11-05T18:39:42.86Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/11/ee/b0a11ab2315c69bb9b45a2aaed022499c9c24a205c3a49c3513b541a7967/brotli-1.2.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:35d382625778834a7f3061b15423919aa03e4f5da34ac8e02c074e4b75ab4f84", size = 861543, upload-time = "2025-11-05T18:38:24.183Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/2f/29c1459513cd35828e25531ebfcbf3e92a5e49f560b1777a9af7203eb46e/brotli-1.2.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7a61c06b334bd99bc5ae84f1eeb36bfe01400264b3c352f968c6e30a10f9d08b", size = 444288, upload-time = "2025-11-05T18:38:25.139Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/6f/feba03130d5fceadfa3a1bb102cb14650798c848b1df2a808356f939bb16/brotli-1.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:acec55bb7c90f1dfc476126f9711a8e81c9af7fb617409a9ee2953115343f08d", size = 1528071, upload-time = "2025-11-05T18:38:26.081Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/38/f3abb554eee089bd15471057ba85f47e53a44a462cfce265d9bf7088eb09/brotli-1.2.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:260d3692396e1895c5034f204f0db022c056f9e2ac841593a4cf9426e2a3faca", size = 1626913, upload-time = "2025-11-05T18:38:27.284Z" },
+    { url = "https://files.pythonhosted.org/packages/03/a7/03aa61fbc3c5cbf99b44d158665f9b0dd3d8059be16c460208d9e385c837/brotli-1.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:072e7624b1fc4d601036ab3f4f27942ef772887e876beff0301d261210bca97f", size = 1419762, upload-time = "2025-11-05T18:38:28.295Z" },
+    { url = "https://files.pythonhosted.org/packages/21/1b/0374a89ee27d152a5069c356c96b93afd1b94eae83f1e004b57eb6ce2f10/brotli-1.2.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:adedc4a67e15327dfdd04884873c6d5a01d3e3b6f61406f99b1ed4865a2f6d28", size = 1484494, upload-time = "2025-11-05T18:38:29.29Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/57/69d4fe84a67aef4f524dcd075c6eee868d7850e85bf01d778a857d8dbe0a/brotli-1.2.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:7a47ce5c2288702e09dc22a44d0ee6152f2c7eda97b3c8482d826a1f3cfc7da7", size = 1593302, upload-time = "2025-11-05T18:38:30.639Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/3b/39e13ce78a8e9a621c5df3aeb5fd181fcc8caba8c48a194cd629771f6828/brotli-1.2.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:af43b8711a8264bb4e7d6d9a6d004c3a2019c04c01127a868709ec29962b6036", size = 1487913, upload-time = "2025-11-05T18:38:31.618Z" },
+    { url = "https://files.pythonhosted.org/packages/62/28/4d00cb9bd76a6357a66fcd54b4b6d70288385584063f4b07884c1e7286ac/brotli-1.2.0-cp312-cp312-win32.whl", hash = "sha256:e99befa0b48f3cd293dafeacdd0d191804d105d279e0b387a32054c1180f3161", size = 334362, upload-time = "2025-11-05T18:38:32.939Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/4e/bc1dcac9498859d5e353c9b153627a3752868a9d5f05ce8dedd81a2354ab/brotli-1.2.0-cp312-cp312-win_amd64.whl", hash = "sha256:b35c13ce241abdd44cb8ca70683f20c0c079728a36a996297adb5334adfc1c44", size = 369115, upload-time = "2025-11-05T18:38:33.765Z" },
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