diff --git a/poetry.lock b/poetry.lock
index fa0442f..8fd9e1e 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,16 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.4.1 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.8.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "annotated_types-0.8.0-py3-none-any.whl", hash = "sha256:f072f4d804ea359e4eaf198b1af7a8b0943881a87f31bb764f8bf219bb9419e0"},
+    {file = "annotated_types-0.8.0.tar.gz", hash = "sha256:13b2beaad985e05e2d6407ee4c4f35590b11f8d693a258a561055cac8f64cab7"},
+]
 
 [[package]]
 name = "anyio"
@@ -50,6 +62,46 @@ files = [
 docs = ["furo", "jaraco.packaging (>=9.3)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["jaraco.test", "pytest (!=8.0.*)", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)"]
 
+[[package]]
+name = "boto3"
+version = "1.43.85"
+description = "The AWS SDK for Python"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "boto3-1.43.85-py3-none-any.whl", hash = "sha256:f11bdaca18e59f53ec0529f4d6203dd1f0bb7ff165e51559d62fd863024abc9b"},
+    {file = "boto3-1.43.85.tar.gz", hash = "sha256:113b6e1aa3f5722f90c01fc63968c269a9b1fd03ac2594fe16c56a66e6331c5f"},
+]
+
+[package.dependencies]
+botocore = ">=1.43.85,<1.44.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.19.0,<0.20.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.43.85"
+description = "Low-level, data-driven core of boto 3."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "botocore-1.43.85-py3-none-any.whl", hash = "sha256:685510e5f4c0f321806c815a60f121a176c0969665f053c4a336209cbe62b1d5"},
+    {file = "botocore-1.43.85.tar.gz", hash = "sha256:8fc0a3c56078c629320b021edadf7a45d289eea21a4988ada6a02277e5bbbdc0"},
+]
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = ">=1.25.4,<2.2.0 || >2.2.0,<3"
+
+[package.extras]
+crt = ["awscrt (==0.36.0)"]
+
 [[package]]
 name = "build"
 version = "1.3.0"
@@ -579,6 +631,20 @@ files = [
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 ]
 
+[[package]]
+name = "dotenv"
+version = "0.9.9"
+description = "Deprecated package"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
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+]
+
+[package.dependencies]
+python-dotenv = "*"
+
 [[package]]
 name = "dulwich"
 version = "0.24.8"
@@ -1052,6 +1118,18 @@ MarkupSafe = ">=2.0"
 [package.extras]
 i18n = ["Babel (>=2.7)"]
 
+[[package]]
+name = "jmespath"
+version = "1.1.0"
+description = "JSON Matching Expressions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "jmespath-1.1.0.tar.gz", hash = "sha256:472c87d80f36026ae83c6ddd0f1d05d4e510134ed462851fd5f754c8c3cbb88d"},
+]
+
 [[package]]
 name = "joblib"
 version = "1.5.2"
@@ -1096,7 +1174,7 @@ files = [
 
 [package.dependencies]
 attrs = ">=22.2.0"
-jsonschema-specifications = ">=2023.03.6"
+jsonschema-specifications = ">=2023.3.6"
 referencing = ">=0.28.4"
 rpds-py = ">=0.7.1"
 
@@ -1272,10 +1350,15 @@ develop = false
 
 [package.dependencies]
 anyio = "4.6.0"
+boto3 = "^1.42.36"
+dotenv = "^0.9.9"
 jsonrpcserver = ">=5.0.9"
+pillow = "^12.1.0"
 poetry-plugin-export = "^1.9.0"
+pydantic = "^2.0"
 pytest-asyncio = "^1.2.0"
 pywin32 = {version = "^306", optional = true, markers = "sys_platform == \"win32\""}
+requests = "^2.32.5"
 sympy = ">=1.12,<2.0"
 ujson = "5.10.0"
 
@@ -1287,8 +1370,8 @@ parsing = ["antlr4-python3-runtime (==4.13.2)", "lark (==1.2.2)", "latex2sympy @
 [package.source]
 type = "git"
 url = "https://github.com/lambda-feedback/toolkit-python.git"
-reference = "main"
-resolved_reference = "bc36871716a18b04883f4b6539a01db25a5c9167"
+reference = "v1.1.1"
+resolved_reference = "47023b8c58e366606c841d2988d606884f5a55c1"
 
 [[package]]
 name = "lmdb"
@@ -1924,103 +2007,99 @@ install = ["zstandard (>=0.21.0)"]
 
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 name = "pillow"
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+version = "12.3.0"
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 optional = false
 python-versions = ">=3.10"
-groups = ["dev"]
+groups = ["main", "dev"]
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+    {file = "pydantic_core-2.46.5-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:d0a24b40877af2de4950252be9d21eaf7fb07660f3c2cae1f56c6b599ada5266"},
+    {file = "pydantic_core-2.46.5.tar.gz", hash = "sha256:10416c15b8839ecc4ef4d0885da76da6fd0f67333a0eb8aff6d93c4b8f2910fc"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.14.1"
+
 [[package]]
 name = "pyflakes"
 version = "3.4.0"
@@ -2269,7 +2503,7 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -2278,6 +2512,21 @@ files = [
 [package.dependencies]
 six = ">=1.5"
 
+[[package]]
+name = "python-dotenv"
+version = "1.2.3"
+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "python_dotenv-1.2.3-py3-none-any.whl", hash = "sha256:904552145e8bfed22162c09dab1c2b9b54fefa7b23ba780f4f26ca0316b0f0d9"},
+    {file = "python_dotenv-1.2.3.tar.gz", hash = "sha256:a20a594dabeaa385725aa239d5244871c143ecb356add8a20fcf23773a6c3a35"},
+]
+
+[package.extras]
+cli = ["click (>=5.0)"]
+
 [[package]]
 name = "pytz"
 version = "2025.2"
@@ -2728,6 +2977,24 @@ files = [
     {file = "rpds_py-0.28.0.tar.gz", hash = "sha256:abd4df20485a0983e2ca334a216249b6186d6e3c1627e106651943dbdb791aea"},
 ]
 
+[[package]]
+name = "s3transfer"
+version = "0.19.2"
+description = "An Amazon S3 Transfer Manager"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "s3transfer-0.19.2-py3-none-any.whl", hash = "sha256:d8168eccca828cbb2cd573675333f3bddd254313a9c42494b84c76b539e8ba25"},
+    {file = "s3transfer-0.19.2.tar.gz", hash = "sha256:ba0309fd86be3c27dbf78cdd813c13c5e1df16e5874b99d2535ebbdfb9892993"},
+]
+
+[package.dependencies]
+botocore = ">=1.37.4,<2.0a0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.37.4,<2.0a0)"]
+
 [[package]]
 name = "secretstorage"
 version = "3.4.0"
@@ -2864,7 +3131,7 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["dev"]
+groups = ["main", "dev"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -3011,6 +3278,21 @@ files = [
     {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
 ]
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.4"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+    {file = "typing_inspection-0.4.4-py3-none-any.whl", hash = "sha256:65b8397ba37ccbce054456aaccddfc91e6e3083c92824df348d96ca832f3f147"},
+    {file = "typing_inspection-0.4.4.tar.gz", hash = "sha256:547274fa6b0a561ccf549cc9524b999a578e737d015d8709d021f9d0d13bea47"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.15.0"
+
 [[package]]
 name = "tzdata"
 version = "2025.2"
@@ -3348,9 +3630,9 @@ files = [
 ]
 
 [package.extras]
-cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""]
+cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b0) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""]
 
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.14"
-content-hash = "4aa9d0bde00fdcf8b77f186a406a6b9a2513ecdbe6cb80b6316c016fe46fd45b"
+content-hash = "2b3f834cb3845ccd3ea44cc1826d0a256dbc8063820113360002af8538b5d645"
diff --git a/pyproject.toml b/pyproject.toml
index cbe61f8..f38aafa 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,7 +23,7 @@ python = ">=3.11,<3.14"
 torch = { version = "^2.8.0+cpu", source = "pytorch-cpu" }
 
 typing_extensions = "^4.15.0"
-lf_toolkit = { git = "https://github.com/lambda-feedback/toolkit-python.git", tag = "v1.0", extras = [
+lf_toolkit = { git = "https://github.com/lambda-feedback/toolkit-python.git", tag = "v1.1.1", extras = [
     "ipc",
 ] }
 numpy = "^2.3.4"