diff --git a/admin-api-lib/poetry.lock b/admin-api-lib/poetry.lock
index 223c2a5..e86c313 100644
--- a/admin-api-lib/poetry.lock
+++ b/admin-api-lib/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -14,97 +14,102 @@ files = [
 
 [[package]]
 name = "aiohttp"
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 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
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+]
+
+[package.dependencies]
+aiohappyeyeballs = ">=2.5.0"
 aiosignal = ">=1.1.2"
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
@@ -113,7 +118,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -291,34 +296,34 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "boto3"
-version = "1.38.10"
+version = "1.38.31"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "boto3-1.38.31.tar.gz", hash = "sha256:491a4f1f2ae64f8e45a9d97896684dde5d8d14d8ab5083d4545ab3cb6a9b005e"},
 ]
 
 [package.dependencies]
-botocore = ">=1.38.10,<1.39.0"
+botocore = ">=1.38.31,<1.39.0"
 jmespath = ">=0.7.1,<2.0.0"
-s3transfer = ">=0.12.0,<0.13.0"
+s3transfer = ">=0.13.0,<0.14.0"
 
 [package.extras]
 crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.38.10"
+version = "1.38.31"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 [package.extras]
 docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
+[[package]]
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+description = "HTTP/2-based RPC framework"
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+
+[package.extras]
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+
 [[package]]
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 version = "0.16.0"
@@ -1465,6 +1503,28 @@ files = [
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 ]
 
+[[package]]
+name = "hf-xet"
+version = "1.1.3"
+description = "Fast transfer of large files with the Hugging Face Hub."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""
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+[package.extras]
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+
 [[package]]
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 version = "1.0.9"
@@ -1526,19 +1586,20 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.30.2"
+version = "0.32.4"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
 files = [
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 [package.dependencies]
 filelock = "*"
 fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.1.2,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1546,17 +1607,19 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
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+hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
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-quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"]
+mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
+oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
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@@ -1590,6 +1653,30 @@ files = [
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 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
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+python-versions = ">=3.9"
+groups = ["main"]
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+
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+type = ["pytest-mypy"]
+
 [[package]]
 name = "iniconfig"
 version = "2.1.0"
@@ -1604,88 +1691,89 @@ files = [
 
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 name = "jiter"
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 [[package]]
@@ -1795,21 +1883,21 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.58"
+version = "0.3.63"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
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-langsmith = ">=0.1.125,<0.4"
+langsmith = ">=0.1.126,<0.4"
 packaging = ">=23.2,<25"
-pydantic = {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""}
+pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
@@ -1831,21 +1919,22 @@ langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langfuse"
-version = "2.60.4"
+version = "3.0.0"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
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 backoff = ">=1.10.0"
 httpx = ">=0.15.4,<1.0"
-idna = ">=3.7,<4.0"
+opentelemetry-api = ">=1.33.1,<2.0.0"
+opentelemetry-exporter-otlp = ">=1.33.1,<2.0.0"
+opentelemetry-sdk = ">=1.33.1,<2.0.0"
 packaging = ">=23.2,<25.0"
 pydantic = ">=1.10.7,<3.0"
 requests = ">=2,<3"
@@ -1853,19 +1942,18 @@ wrapt = ">=1.14,<2.0"
 
 [package.extras]
 langchain = ["langchain (>=0.0.309)"]
-llama-index = ["llama-index (>=0.10.12,<2.0.0)"]
 openai = ["openai (>=0.27.8)"]
 
 [[package]]
 name = "langsmith"
-version = "0.3.42"
+version = "0.3.45"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1972,116 +2060,116 @@ tests = ["pytest (>=4.6)"]
 
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 ]
 
 [package.dependencies]
@@ -2216,14 +2304,14 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.77.0"
+version = "1.84.0"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2241,6 +2329,143 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.34.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+importlib-metadata = ">=6.0,<8.8.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp"
+version = "1.34.0"
+description = "OpenTelemetry Collector Exporters"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+opentelemetry-exporter-otlp-proto-grpc = "1.34.0"
+opentelemetry-exporter-otlp-proto-http = "1.34.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.34.0"
+description = "OpenTelemetry Protobuf encoding"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+opentelemetry-proto = "1.34.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.34.0"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.34.0"
+opentelemetry-proto = "1.34.0"
+opentelemetry-sdk = ">=1.34.0,<1.35.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.34.0"
+description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
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+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.34.0"
+opentelemetry-proto = "1.34.0"
+opentelemetry-sdk = ">=1.34.0,<1.35.0"
+requests = ">=2.7,<3.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.34.0"
+description = "OpenTelemetry Python Proto"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+protobuf = ">=5.0,<6.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.34.0"
+description = "OpenTelemetry Python SDK"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "opentelemetry_sdk-1.34.0.tar.gz", hash = "sha256:719559622afcd515c2aec462ccb749ba2e70075a01df45837623643814d33716"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.34.0"
+opentelemetry-semantic-conventions = "0.55b0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.55b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_semantic_conventions-0.55b0-py3-none-any.whl", hash = "sha256:63bb15b67377700e51c422d0d24092ca6ce9f3a4cb6f032375aa8af1fc2aab65"},
+    {file = "opentelemetry_semantic_conventions-0.55b0.tar.gz", hash = "sha256:933d2e20c2dbc0f9b2f4f52138282875b4b14c66c491f5273bcdef1781368e9c"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.34.0"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "orjson"
 version = "3.10.18"
@@ -2380,14 +2605,14 @@ flake8 = ">=5.0.0"
 
 [[package]]
 name = "platformdirs"
-version = "4.3.7"
+version = "4.3.8"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"},
+    {file = "platformdirs-4.3.8.tar.gz", hash = "sha256:3d512d96e16bcb959a814c9f348431070822a6496326a4be0911c40b5a74c2bc"},
 ]
 
 [package.extras]
@@ -2397,19 +2622,19 @@ type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "pluggy"
-version = "1.5.0"
+version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
+    {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+    {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
 ]
 
 [package.extras]
 dev = ["pre-commit", "tox"]
-testing = ["pytest", "pytest-benchmark"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "propcache"
@@ -2521,21 +2746,23 @@ files = [
 
 [[package]]
 name = "protobuf"
-version = "6.30.2"
+version = "5.29.5"
 description = ""
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 [[package]]
@@ -2565,14 +2792,14 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.11.4"
+version = "2.11.5"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 [package.dependencies]
@@ -2766,24 +2993,44 @@ dev = ["build", "flake8", "mypy", "pytest", "twine"]
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.0"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 files = [
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 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-iniconfig = "*"
-packaging = "*"
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+iniconfig = ">=1"
+packaging = ">=20"
 pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
+
+[package.extras]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "pytest-asyncio"
+version = "1.0.0"
+description = "Pytest support for asyncio"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
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+
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 [package.extras]
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+docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1)"]
+testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 
 [[package]]
 name = "python-dateutil"
@@ -2905,7 +3152,8 @@ deprecated = "^1.2.18"
 flashrank = "^0.2.10"
 langchain = "^0.3.25"
 langchain-community = "0.3.23"
-langfuse = "^2.60.4"
+langchain-core = "0.3.63"
+langfuse = "3.0.0"
 oauthlib = "^3.2.2"
 openai = "^1.77.0"
 pydantic = "^2.11.4"
@@ -2918,19 +3166,19 @@ url = "../rag-core-lib"
 
 [[package]]
 name = "redis"
-version = "6.0.0"
+version = "6.2.0"
 description = "Python client for Redis database and key-value store"
 optional = false
-python-versions = ">=3.8"
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 [package.extras]
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-jwt = ["pyjwt (>=2.9.0,<2.10.0)"]
+hiredis = ["hiredis (>=3.2.0)"]
+jwt = ["pyjwt (>=2.9.0)"]
 ocsp = ["cryptography (>=36.0.1)", "pyopenssl (>=20.0.1)", "requests (>=2.31.0)"]
 
 [[package]]
@@ -3010,14 +3258,14 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "s3transfer"
-version = "0.12.0"
+version = "0.13.0"
 description = "An Amazon S3 Transfer Manager"
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 python-versions = ">=3.9"
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 [package.dependencies]
@@ -3028,14 +3276,14 @@ crt = ["botocore[crt] (>=1.37.4,<2.0a.0)"]
 
 [[package]]
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-version = "80.3.1"
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@@ -3073,69 +3321,69 @@ files = [
 
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+version = "2.0.41"
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+    {file = "sqlalchemy-2.0.41-py3-none-any.whl", hash = "sha256:57df5dc6fdb5ed1a88a1ed2195fd31927e705cad62dedd86b46972752a80f576"},
+    {file = "sqlalchemy-2.0.41.tar.gz", hash = "sha256:edba70118c4be3c2b1f90754d308d0b79c6fe2c0fdc52d8ddf603916f83f4db9"},
 ]
 
 [package.dependencies]
@@ -3291,14 +3539,14 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.14.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c"},
-    {file = "typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef"},
+    {file = "typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"},
+    {file = "typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4"},
 ]
 
 [[package]]
@@ -3319,14 +3567,14 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.0"
+version = "0.4.1"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
-    {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
 ]
 
 [package.dependencies]
@@ -3352,14 +3600,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.2"
+version = "0.34.3"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.2-py3-none-any.whl", hash = "sha256:deb49af569084536d269fe0a6d67e3754f104cf03aba7c11c40f01aadf33c403"},
-    {file = "uvicorn-0.34.2.tar.gz", hash = "sha256:0e929828f6186353a80b58ea719861d2629d766293b6d19baf086ba31d4f3328"},
+    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
+    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
 ]
 
 [package.dependencies]
@@ -3367,7 +3615,7 @@ click = ">=7.0"
 h11 = ">=0.8"
 
 [package.extras]
-standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "wrapt"
@@ -3577,6 +3825,26 @@ idna = ">=2.0"
 multidict = ">=4.0"
 propcache = ">=0.2.1"
 
+[[package]]
+name = "zipp"
+version = "3.22.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "zipp-3.22.0-py3-none-any.whl", hash = "sha256:fe208f65f2aca48b81f9e6fd8cf7b8b32c26375266b009b413d45306b6148343"},
+    {file = "zipp-3.22.0.tar.gz", hash = "sha256:dd2f28c3ce4bc67507bfd3781d21b7bb2be31103b51a4553ad7d90b84e57ace5"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib_resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "zstandard"
 version = "0.23.0"
@@ -3693,4 +3961,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "99eff6a6ab91512602e8e3094b71bdba096ccf58746d47afd92dff99b24da487"
\ No newline at end of file
+content-hash = "28827653a07bb505f4da3384ec9896368e8a8aa078b0d6fb6e690754766411c9"
diff --git a/admin-api-lib/pyproject.toml b/admin-api-lib/pyproject.toml
index 2668032..069ed59 100644
--- a/admin-api-lib/pyproject.toml
+++ b/admin-api-lib/pyproject.toml
@@ -92,6 +92,7 @@ flake8-tidy-imports = "^4.10.0"
 black = "^25.1.0"
 # flake8-logging-format = "^2024.24.12"
 # flake8-docstrings = "^1.7.0"
+pytest-asyncio = "^1.0.0"
 
 [tool.poetry.dependencies]
 rag-core-lib = {path = "../rag-core-lib"}
@@ -103,7 +104,7 @@ python-dateutil = "^2.9.0.post0"
 tenacity = "9.1.2"
 boto3 = "^1.38.10"
 tqdm = "^4.67.1"
-langfuse = "^2.60.4"
+langfuse = "3.0.0"
 redis = "^6.0.0"
 pyyaml = "^6.0.2"
 python-multipart = "^0.0.20"
diff --git a/admin-api-lib/pytest.ini b/admin-api-lib/pytest.ini
new file mode 100644
index 0000000..987d611
--- /dev/null
+++ b/admin-api-lib/pytest.ini
@@ -0,0 +1,3 @@
+[pytest]
+addopts = --asyncio-mode=auto
+plugins = pytest-asyncio
\ No newline at end of file
diff --git a/rag-core-api/poetry.lock b/rag-core-api/poetry.lock
index 9812609..ee7efcd 100644
--- a/rag-core-api/poetry.lock
+++ b/rag-core-api/poetry.lock
@@ -1454,6 +1454,24 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.70.0"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"},
+    {file = "googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257"},
+]
+
+[package.dependencies]
+protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0)"]
+
 [[package]]
 name = "greenlet"
 version = "3.2.1"
@@ -1766,6 +1784,30 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
+[[package]]
+name = "importlib-metadata"
+version = "8.7.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
+    {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
+]
+
+[package.dependencies]
+zipp = ">=3.20"
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+perf = ["ipython"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "iniconfig"
 version = "2.1.0"
@@ -2063,21 +2105,22 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "2.60.4"
+version = "3.0.0"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langfuse-2.60.4-py3-none-any.whl", hash = "sha256:458e685d9c924addca6a268ab01369e32777e6514694325a6dd1578a0c1e6fa6"},
-    {file = "langfuse-2.60.4.tar.gz", hash = "sha256:1fb6f1228dd6ed8ce49ffeba92eae1209bd46f0bd67fc0c6a5ec881af60ea68a"},
+    {file = "langfuse-3.0.0-py3-none-any.whl", hash = "sha256:5f493bd15760b15195cc71ec7aaa4f93008058a1f5dfe4b32f72f31cbdc6f605"},
+    {file = "langfuse-3.0.0.tar.gz", hash = "sha256:c47449ae93a3007efee6b861484f529efb187ddbfb5093e0cb94b84636e0a605"},
 ]
 
 [package.dependencies]
-anyio = ">=4.4.0,<5.0.0"
 backoff = ">=1.10.0"
 httpx = ">=0.15.4,<1.0"
-idna = ">=3.7,<4.0"
+opentelemetry-api = ">=1.33.1,<2.0.0"
+opentelemetry-exporter-otlp = ">=1.33.1,<2.0.0"
+opentelemetry-sdk = ">=1.33.1,<2.0.0"
 packaging = ">=23.2,<25.0"
 pydantic = ">=1.10.7,<3.0"
 requests = ">=2,<3"
@@ -2085,7 +2128,6 @@ wrapt = ">=1.14,<2.0"
 
 [package.extras]
 langchain = ["langchain (>=0.0.309)"]
-llama-index = ["llama-index (>=0.10.12,<2.0.0)"]
 openai = ["openai (>=0.27.8)"]
 
 [[package]]
@@ -2712,6 +2754,143 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.34.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_api-1.34.0-py3-none-any.whl", hash = "sha256:390b81984affe4453180820ca518de55e3be051111e70cc241bb3b0071ca3a2c"},
+    {file = "opentelemetry_api-1.34.0.tar.gz", hash = "sha256:48d167589134799093005b7f7f347c69cc67859c693b17787f334fbe8871279f"},
+]
+
+[package.dependencies]
+importlib-metadata = ">=6.0,<8.8.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp"
+version = "1.34.0"
+description = "OpenTelemetry Collector Exporters"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp-1.34.0-py3-none-any.whl", hash = "sha256:73e2465560ef4e932b5348598593db202621eb666c34349c9cefc90a19aaf5c6"},
+    {file = "opentelemetry_exporter_otlp-1.34.0.tar.gz", hash = "sha256:d23df4fc22e0a863db2b2117c5a5780d5fa3bbeb65fdce9848d1f98fc3ace4cd"},
+]
+
+[package.dependencies]
+opentelemetry-exporter-otlp-proto-grpc = "1.34.0"
+opentelemetry-exporter-otlp-proto-http = "1.34.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.34.0"
+description = "OpenTelemetry Protobuf encoding"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_common-1.34.0-py3-none-any.whl", hash = "sha256:a5ab7a9b7c3c7ba957c8ddcb08c0c93b1d732e066f544682a250ecf4d7a9ceef"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.34.0.tar.gz", hash = "sha256:5916d9ceda8c733adbec5e9cecf654fbf359e9f619ff43214277076fba888557"},
+]
+
+[package.dependencies]
+opentelemetry-proto = "1.34.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.34.0"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.34.0-py3-none-any.whl", hash = "sha256:31c41017af85833242d49beb07bde7341b0a145f0b898ee383f3e3019037afb1"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.34.0.tar.gz", hash = "sha256:a634425340f506d5ebf641c92d88eb873754d4c5259b5b816afb234c6f87b37d"},
+]
+
+[package.dependencies]
+googleapis-common-protos = ">=1.52,<2.0"
+grpcio = {version = ">=1.66.2,<2.0.0", markers = "python_version >= \"3.13\""}
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.34.0"
+opentelemetry-proto = "1.34.0"
+opentelemetry-sdk = ">=1.34.0,<1.35.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.34.0"
+description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_http-1.34.0-py3-none-any.whl", hash = "sha256:b3cc9dd5152fae2dd32f3566bbfbc7d26d6ab3ef6c6b3f85bc9f6adc059d713f"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.34.0.tar.gz", hash = "sha256:3f674dbc32549a2fae413a77428d59b38e8c8b4caaf7f594ae2c2f8d2f018014"},
+]
+
+[package.dependencies]
+googleapis-common-protos = ">=1.52,<2.0"
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.34.0"
+opentelemetry-proto = "1.34.0"
+opentelemetry-sdk = ">=1.34.0,<1.35.0"
+requests = ">=2.7,<3.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.34.0"
+description = "OpenTelemetry Python Proto"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_proto-1.34.0-py3-none-any.whl", hash = "sha256:ffb1f1b27552fda5a1cd581e34243cc0b6f134fb14c1c2a33cc3b4b208c9bf97"},
+    {file = "opentelemetry_proto-1.34.0.tar.gz", hash = "sha256:73e40509b692630a47192888424f7e0b8fb19d9ecf2f04e6f708170cd3346dfe"},
+]
+
+[package.dependencies]
+protobuf = ">=5.0,<6.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.34.0"
+description = "OpenTelemetry Python SDK"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_sdk-1.34.0-py3-none-any.whl", hash = "sha256:7850bcd5b5c95f9aae48603d6592bdad5c7bdef50c03e06393f8f457d891fe32"},
+    {file = "opentelemetry_sdk-1.34.0.tar.gz", hash = "sha256:719559622afcd515c2aec462ccb749ba2e70075a01df45837623643814d33716"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.34.0"
+opentelemetry-semantic-conventions = "0.55b0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.55b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_semantic_conventions-0.55b0-py3-none-any.whl", hash = "sha256:63bb15b67377700e51c422d0d24092ca6ce9f3a4cb6f032375aa8af1fc2aab65"},
+    {file = "opentelemetry_semantic_conventions-0.55b0.tar.gz", hash = "sha256:933d2e20c2dbc0f9b2f4f52138282875b4b14c66c491f5273bcdef1781368e9c"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.34.0"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "orjson"
 version = "3.10.18"
@@ -3245,21 +3424,23 @@ files = [
 
 [[package]]
 name = "protobuf"
-version = "6.30.2"
+version = "5.29.5"
 description = ""
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "protobuf-6.30.2-cp310-abi3-win32.whl", hash = "sha256:b12ef7df7b9329886e66404bef5e9ce6a26b54069d7f7436a0853ccdeb91c103"},
-    {file = "protobuf-6.30.2-cp310-abi3-win_amd64.whl", hash = "sha256:7653c99774f73fe6b9301b87da52af0e69783a2e371e8b599b3e9cb4da4b12b9"},
-    {file = "protobuf-6.30.2-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:0eb523c550a66a09a0c20f86dd554afbf4d32b02af34ae53d93268c1f73bc65b"},
-    {file = "protobuf-6.30.2-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:50f32cc9fd9cb09c783ebc275611b4f19dfdfb68d1ee55d2f0c7fa040df96815"},
-    {file = "protobuf-6.30.2-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:4f6c687ae8efae6cf6093389a596548214467778146b7245e886f35e1485315d"},
-    {file = "protobuf-6.30.2-cp39-cp39-win32.whl", hash = "sha256:524afedc03b31b15586ca7f64d877a98b184f007180ce25183d1a5cb230ee72b"},
-    {file = "protobuf-6.30.2-cp39-cp39-win_amd64.whl", hash = "sha256:acec579c39c88bd8fbbacab1b8052c793efe83a0a5bd99db4a31423a25c0a0e2"},
-    {file = "protobuf-6.30.2-py3-none-any.whl", hash = "sha256:ae86b030e69a98e08c77beab574cbcb9fff6d031d57209f574a5aea1445f4b51"},
-    {file = "protobuf-6.30.2.tar.gz", hash = "sha256:35c859ae076d8c56054c25b59e5e59638d86545ed6e2b6efac6be0b6ea3ba048"},
+    {file = "protobuf-5.29.5-cp310-abi3-win32.whl", hash = "sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079"},
+    {file = "protobuf-5.29.5-cp310-abi3-win_amd64.whl", hash = "sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc"},
+    {file = "protobuf-5.29.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61"},
+    {file = "protobuf-5.29.5-cp38-cp38-win32.whl", hash = "sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238"},
+    {file = "protobuf-5.29.5-cp38-cp38-win_amd64.whl", hash = "sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e"},
+    {file = "protobuf-5.29.5-cp39-cp39-win32.whl", hash = "sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736"},
+    {file = "protobuf-5.29.5-cp39-cp39-win_amd64.whl", hash = "sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353"},
+    {file = "protobuf-5.29.5-py3-none-any.whl", hash = "sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5"},
+    {file = "protobuf-5.29.5.tar.gz", hash = "sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84"},
 ]
 
 [[package]]
@@ -3844,7 +4025,7 @@ flashrank = "^0.2.10"
 langchain = "^0.3.25"
 langchain-community = "0.3.23"
 langchain-core = "0.3.63"
-langfuse = "^2.60.4"
+langfuse = "3.0.0"
 oauthlib = "^3.2.2"
 openai = "^1.77.0"
 pydantic = "^2.11.4"
@@ -4826,6 +5007,26 @@ idna = ">=2.0"
 multidict = ">=4.0"
 propcache = ">=0.2.1"
 
+[[package]]
+name = "zipp"
+version = "3.22.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "zipp-3.22.0-py3-none-any.whl", hash = "sha256:fe208f65f2aca48b81f9e6fd8cf7b8b32c26375266b009b413d45306b6148343"},
+    {file = "zipp-3.22.0.tar.gz", hash = "sha256:dd2f28c3ce4bc67507bfd3781d21b7bb2be31103b51a4553ad7d90b84e57ace5"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib_resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "zstandard"
 version = "0.23.0"
@@ -4942,4 +5143,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "f760ff5ba9c4597b6aa6f564aaf64ee647efd8d72cac8f2ccf03bebaeefbaf45"
+content-hash = "88f3259a6b320cbf2d0a21654e6025b953f62adf59dbce780ff8f52f1b1dffce"
diff --git a/rag-core-api/pyproject.toml b/rag-core-api/pyproject.toml
index 2194a90..88952f1 100644
--- a/rag-core-api/pyproject.toml
+++ b/rag-core-api/pyproject.toml
@@ -31,6 +31,7 @@ pytest-asyncio = "^0.26.0"
 langchain-community = "0.3.23"
 fastembed = "^0.6.1"
 langdetect = "^1.0.9"
+langfuse = "3.0.0"
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/rag-core-api/src/rag_core_api/impl/evaluator/langfuse_ragas_evaluator.py b/rag-core-api/src/rag_core_api/impl/evaluator/langfuse_ragas_evaluator.py
index 53a69c3..d933fdd 100644
--- a/rag-core-api/src/rag_core_api/impl/evaluator/langfuse_ragas_evaluator.py
+++ b/rag-core-api/src/rag_core_api/impl/evaluator/langfuse_ragas_evaluator.py
@@ -16,7 +16,7 @@
 from langfuse import Langfuse
 from langfuse.api.core.api_error import ApiError
 from langfuse.api.resources.commons.errors.not_found_error import NotFoundError
-from langfuse.client import DatasetClient
+from langfuse._client.datasets import DatasetClient
 from ragas.llms import LangchainLLMWrapper
 from ragas.metrics import (
     answer_correctness,
diff --git a/rag-core-lib/poetry.lock b/rag-core-lib/poetry.lock
index 4487b8e..3cf455f 100644
--- a/rag-core-lib/poetry.lock
+++ b/rag-core-lib/poetry.lock
@@ -1223,6 +1223,24 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto
 test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "googleapis-common-protos"
+version = "1.70.0"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8"},
+    {file = "googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257"},
+]
+
+[package.dependencies]
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+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0)"]
+
 [[package]]
 name = "greenlet"
 version = "3.2.1"
@@ -1293,6 +1311,70 @@ files = [
 docs = ["Sphinx", "furo"]
 test = ["objgraph", "psutil"]
 
+[[package]]
+name = "grpcio"
+version = "1.72.1"
+description = "HTTP/2-based RPC framework"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "grpcio-1.72.1-cp39-cp39-win32.whl", hash = "sha256:7622ef647dc911ed010a817d9be501df4ae83495b8e5cdd35b555bdcf3880a3e"},
+    {file = "grpcio-1.72.1-cp39-cp39-win_amd64.whl", hash = "sha256:f8d8fa7cd2a7f1b4207e215dec8bc07f1202682d9a216ebe028185c15faece30"},
+    {file = "grpcio-1.72.1.tar.gz", hash = "sha256:87f62c94a40947cec1a0f91f95f5ba0aa8f799f23a1d42ae5be667b6b27b959c"},
+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.72.1)"]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -1430,6 +1512,30 @@ files = [
 [package.extras]
 all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
 
+[[package]]
+name = "importlib-metadata"
+version = "8.7.0"
+description = "Read metadata from Python packages"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
+    {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
+]
+
+[package.dependencies]
+zipp = ">=3.20"
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+perf = ["ipython"]
+test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "iniconfig"
 version = "2.1.0"
@@ -1659,21 +1765,22 @@ langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langfuse"
-version = "2.60.4"
+version = "3.0.0"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langfuse-2.60.4-py3-none-any.whl", hash = "sha256:458e685d9c924addca6a268ab01369e32777e6514694325a6dd1578a0c1e6fa6"},
-    {file = "langfuse-2.60.4.tar.gz", hash = "sha256:1fb6f1228dd6ed8ce49ffeba92eae1209bd46f0bd67fc0c6a5ec881af60ea68a"},
+    {file = "langfuse-3.0.0-py3-none-any.whl", hash = "sha256:5f493bd15760b15195cc71ec7aaa4f93008058a1f5dfe4b32f72f31cbdc6f605"},
+    {file = "langfuse-3.0.0.tar.gz", hash = "sha256:c47449ae93a3007efee6b861484f529efb187ddbfb5093e0cb94b84636e0a605"},
 ]
 
 [package.dependencies]
-anyio = ">=4.4.0,<5.0.0"
 backoff = ">=1.10.0"
 httpx = ">=0.15.4,<1.0"
-idna = ">=3.7,<4.0"
+opentelemetry-api = ">=1.33.1,<2.0.0"
+opentelemetry-exporter-otlp = ">=1.33.1,<2.0.0"
+opentelemetry-sdk = ">=1.33.1,<2.0.0"
 packaging = ">=23.2,<25.0"
 pydantic = ">=1.10.7,<3.0"
 requests = ">=2,<3"
@@ -1681,7 +1788,6 @@ wrapt = ">=1.14,<2.0"
 
 [package.extras]
 langchain = ["langchain (>=0.0.309)"]
-llama-index = ["llama-index (>=0.10.12,<2.0.0)"]
 openai = ["openai (>=0.27.8)"]
 
 [[package]]
@@ -2069,6 +2175,143 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.34.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_api-1.34.0-py3-none-any.whl", hash = "sha256:390b81984affe4453180820ca518de55e3be051111e70cc241bb3b0071ca3a2c"},
+    {file = "opentelemetry_api-1.34.0.tar.gz", hash = "sha256:48d167589134799093005b7f7f347c69cc67859c693b17787f334fbe8871279f"},
+]
+
+[package.dependencies]
+importlib-metadata = ">=6.0,<8.8.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp"
+version = "1.34.0"
+description = "OpenTelemetry Collector Exporters"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp-1.34.0-py3-none-any.whl", hash = "sha256:73e2465560ef4e932b5348598593db202621eb666c34349c9cefc90a19aaf5c6"},
+    {file = "opentelemetry_exporter_otlp-1.34.0.tar.gz", hash = "sha256:d23df4fc22e0a863db2b2117c5a5780d5fa3bbeb65fdce9848d1f98fc3ace4cd"},
+]
+
+[package.dependencies]
+opentelemetry-exporter-otlp-proto-grpc = "1.34.0"
+opentelemetry-exporter-otlp-proto-http = "1.34.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-common"
+version = "1.34.0"
+description = "OpenTelemetry Protobuf encoding"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_exporter_otlp_proto_common-1.34.0-py3-none-any.whl", hash = "sha256:a5ab7a9b7c3c7ba957c8ddcb08c0c93b1d732e066f544682a250ecf4d7a9ceef"},
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+]
+
+[package.dependencies]
+opentelemetry-proto = "1.34.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-grpc"
+version = "1.34.0"
+description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+googleapis-common-protos = ">=1.52,<2.0"
+grpcio = {version = ">=1.66.2,<2.0.0", markers = "python_version >= \"3.13\""}
+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.34.0"
+opentelemetry-proto = "1.34.0"
+opentelemetry-sdk = ">=1.34.0,<1.35.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-exporter-otlp-proto-http"
+version = "1.34.0"
+description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
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+opentelemetry-api = ">=1.15,<2.0"
+opentelemetry-exporter-otlp-proto-common = "1.34.0"
+opentelemetry-proto = "1.34.0"
+opentelemetry-sdk = ">=1.34.0,<1.35.0"
+requests = ">=2.7,<3.0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-proto"
+version = "1.34.0"
+description = "OpenTelemetry Python Proto"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+
+[package.dependencies]
+protobuf = ">=5.0,<6.0"
+
+[[package]]
+name = "opentelemetry-sdk"
+version = "1.34.0"
+description = "OpenTelemetry Python SDK"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_sdk-1.34.0-py3-none-any.whl", hash = "sha256:7850bcd5b5c95f9aae48603d6592bdad5c7bdef50c03e06393f8f457d891fe32"},
+    {file = "opentelemetry_sdk-1.34.0.tar.gz", hash = "sha256:719559622afcd515c2aec462ccb749ba2e70075a01df45837623643814d33716"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.34.0"
+opentelemetry-semantic-conventions = "0.55b0"
+typing-extensions = ">=4.5.0"
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.55b0"
+description = "OpenTelemetry Semantic Conventions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "opentelemetry_semantic_conventions-0.55b0-py3-none-any.whl", hash = "sha256:63bb15b67377700e51c422d0d24092ca6ce9f3a4cb6f032375aa8af1fc2aab65"},
+    {file = "opentelemetry_semantic_conventions-0.55b0.tar.gz", hash = "sha256:933d2e20c2dbc0f9b2f4f52138282875b4b14c66c491f5273bcdef1781368e9c"},
+]
+
+[package.dependencies]
+opentelemetry-api = "1.34.0"
+typing-extensions = ">=4.5.0"
+
 [[package]]
 name = "orjson"
 version = "3.10.18"
@@ -2349,21 +2592,23 @@ files = [
 
 [[package]]
 name = "protobuf"
-version = "6.30.2"
+version = "5.29.5"
 description = ""
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "protobuf-6.30.2-cp310-abi3-win32.whl", hash = "sha256:b12ef7df7b9329886e66404bef5e9ce6a26b54069d7f7436a0853ccdeb91c103"},
-    {file = "protobuf-6.30.2-cp310-abi3-win_amd64.whl", hash = "sha256:7653c99774f73fe6b9301b87da52af0e69783a2e371e8b599b3e9cb4da4b12b9"},
-    {file = "protobuf-6.30.2-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:0eb523c550a66a09a0c20f86dd554afbf4d32b02af34ae53d93268c1f73bc65b"},
-    {file = "protobuf-6.30.2-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:50f32cc9fd9cb09c783ebc275611b4f19dfdfb68d1ee55d2f0c7fa040df96815"},
-    {file = "protobuf-6.30.2-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:4f6c687ae8efae6cf6093389a596548214467778146b7245e886f35e1485315d"},
-    {file = "protobuf-6.30.2-cp39-cp39-win32.whl", hash = "sha256:524afedc03b31b15586ca7f64d877a98b184f007180ce25183d1a5cb230ee72b"},
-    {file = "protobuf-6.30.2-cp39-cp39-win_amd64.whl", hash = "sha256:acec579c39c88bd8fbbacab1b8052c793efe83a0a5bd99db4a31423a25c0a0e2"},
-    {file = "protobuf-6.30.2-py3-none-any.whl", hash = "sha256:ae86b030e69a98e08c77beab574cbcb9fff6d031d57209f574a5aea1445f4b51"},
-    {file = "protobuf-6.30.2.tar.gz", hash = "sha256:35c859ae076d8c56054c25b59e5e59638d86545ed6e2b6efac6be0b6ea3ba048"},
+    {file = "protobuf-5.29.5-cp310-abi3-win32.whl", hash = "sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079"},
+    {file = "protobuf-5.29.5-cp310-abi3-win_amd64.whl", hash = "sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc"},
+    {file = "protobuf-5.29.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61"},
+    {file = "protobuf-5.29.5-cp38-cp38-win32.whl", hash = "sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238"},
+    {file = "protobuf-5.29.5-cp38-cp38-win_amd64.whl", hash = "sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e"},
+    {file = "protobuf-5.29.5-cp39-cp39-win32.whl", hash = "sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736"},
+    {file = "protobuf-5.29.5-cp39-cp39-win_amd64.whl", hash = "sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353"},
+    {file = "protobuf-5.29.5-py3-none-any.whl", hash = "sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5"},
+    {file = "protobuf-5.29.5.tar.gz", hash = "sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84"},
 ]
 
 [[package]]
@@ -3268,6 +3513,26 @@ idna = ">=2.0"
 multidict = ">=4.0"
 propcache = ">=0.2.1"
 
+[[package]]
+name = "zipp"
+version = "3.22.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "zipp-3.22.0-py3-none-any.whl", hash = "sha256:fe208f65f2aca48b81f9e6fd8cf7b8b32c26375266b009b413d45306b6148343"},
+    {file = "zipp-3.22.0.tar.gz", hash = "sha256:dd2f28c3ce4bc67507bfd3781d21b7bb2be31103b51a4553ad7d90b84e57ace5"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "importlib_resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
 [[package]]
 name = "zstandard"
 version = "0.23.0"
@@ -3384,4 +3649,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.13"
-content-hash = "265d9eb8b910f4831f5e5e7e78a0e9b3b010793fed03d30a96393a2f8c1792db"
+content-hash = "acb9d34d1ac2b9b2eabe1e9f2893281482e6aa9275c6a520d53f925b96acbb8b"
diff --git a/rag-core-lib/pyproject.toml b/rag-core-lib/pyproject.toml
index 2ca85e3..a2df192 100644
--- a/rag-core-lib/pyproject.toml
+++ b/rag-core-lib/pyproject.toml
@@ -18,7 +18,7 @@ pydantic-settings = "^2.2.1"
 pydantic = "^2.11.4"
 oauthlib = "^3.2.2"
 requests-oauthlib = "^2.0.0"
-langfuse = "^2.60.4"
+langfuse = "3.0.0"
 deprecated = "^1.2.18"
 openai = "^1.77.0"
 langchain-core = "0.3.63"
diff --git a/rag-core-lib/src/rag_core_lib/impl/langfuse_manager/langfuse_manager.py b/rag-core-lib/src/rag_core_lib/impl/langfuse_manager/langfuse_manager.py
index ad0f67c..04f81d3 100644
--- a/rag-core-lib/src/rag_core_lib/impl/langfuse_manager/langfuse_manager.py
+++ b/rag-core-lib/src/rag_core_lib/impl/langfuse_manager/langfuse_manager.py
@@ -91,7 +91,7 @@ def get_langfuse_prompt(self, base_prompt_name: str) -> Optional[TextPromptClien
                 name=base_prompt_name,
                 prompt=self._managed_prompts[base_prompt_name],
                 config=llm_configurable_configs,
-                is_active=True,
+                labels=["production"],
             )
             langfuse_prompt = self._langfuse.get_prompt(base_prompt_name)
         except Exception as error:
diff --git a/rag-core-lib/src/rag_core_lib/impl/tracers/langfuse_traced_chain.py b/rag-core-lib/src/rag_core_lib/impl/tracers/langfuse_traced_chain.py
index bcbe2b2..45e9616 100644
--- a/rag-core-lib/src/rag_core_lib/impl/tracers/langfuse_traced_chain.py
+++ b/rag-core-lib/src/rag_core_lib/impl/tracers/langfuse_traced_chain.py
@@ -3,7 +3,7 @@
 from typing import Optional
 
 from langchain_core.runnables import Runnable, RunnableConfig
-from langfuse.callback import CallbackHandler
+from langfuse.langchain import CallbackHandler
 
 from rag_core_lib.impl.settings.langfuse_settings import LangfuseSettings
 from rag_core_lib.tracers.traced_chain import TracedGraph
@@ -37,12 +37,9 @@ def __init__(self, inner_chain: Runnable, settings: LangfuseSettings):
         super().__init__(inner_chain)
         self._settings = settings
 
-    def _add_tracing_callback(self, session_id: str, config: Optional[RunnableConfig]) -> RunnableConfig:
+    def _add_tracing_callback(self, config: Optional[RunnableConfig]) -> RunnableConfig:
         handler = CallbackHandler(
             public_key=self._settings.public_key,
-            secret_key=self._settings.secret_key,
-            host=self._settings.host,
-            session_id=session_id,
         )
         if not config:
             return RunnableConfig(callbacks=[handler])
diff --git a/rag-core-lib/src/rag_core_lib/tracers/traced_chain.py b/rag-core-lib/src/rag_core_lib/tracers/traced_chain.py
index 3563b4b..e94cbe0 100644
--- a/rag-core-lib/src/rag_core_lib/tracers/traced_chain.py
+++ b/rag-core-lib/src/rag_core_lib/tracers/traced_chain.py
@@ -5,6 +5,7 @@
 from typing import Any, Optional
 
 from langchain_core.runnables import Runnable, RunnableConfig, ensure_config
+from langfuse import get_client
 
 from rag_core_lib.chains.async_chain import AsyncChain
 
@@ -39,6 +40,7 @@ def __init__(self, inner_chain: Runnable):
             The inner chain to be traced.
         """
         self._inner_chain = inner_chain
+        self.langfuse_client = get_client()
 
     async def ainvoke(
         self, chain_input: RunnableInput, config: Optional[RunnableConfig] = None, **kwargs: Any
@@ -63,11 +65,13 @@ async def ainvoke(
         """
         config = ensure_config(config)
         session_id = self._get_session_id(config)
-        config_with_tracing = self._add_tracing_callback(session_id, config)
-        return await self._inner_chain.ainvoke(chain_input, config=config_with_tracing)
+        config_with_tracing = self._add_tracing_callback(config)
+        with self.langfuse_client.start_as_current_span(name="traced_runnable") as span:
+            span.update_trace(session_id=session_id)
+            return await self._inner_chain.ainvoke(chain_input, config=config_with_tracing)
 
     @abstractmethod
-    def _add_tracing_callback(self, session_id: str, config: Optional[RunnableConfig]) -> RunnableConfig: ...
+    def _add_tracing_callback(self, config: Optional[RunnableConfig]) -> RunnableConfig: ...
 
     def _get_session_id(self, config: Optional[RunnableConfig]) -> str:
         return config.get(self.METADATA_KEY, {}).get(self.SESSION_ID_KEY, str(uuid.uuid4()))