From 524bc598afbffd971b40f59397e82627dedb4aef Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 10:44:35 +0200
Subject: [PATCH 01/17] chore: bump deps

---
 poetry.lock    | 1552 ++++++++++++++++++++++++++----------------------
 pyproject.toml |   10 +-
 2 files changed, 840 insertions(+), 722 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 4d7c7ab7..7d79a1e1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohttp"
@@ -112,13 +112,13 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
-    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
 [[package]]
@@ -147,24 +147,25 @@ vertex = ["google-auth (>=2,<3)"]
 
 [[package]]
 name = "anyio"
-version = "3.7.1"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
-    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
-doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
-test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
-trio = ["trio (<0.22)"]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "asn1crypto"
@@ -234,38 +235,38 @@ tests = ["PyHamcrest (>=2.0.2)", "mypy", "pytest (>=4.6)", "pytest-benchmark", "
 
 [[package]]
 name = "bcrypt"
-version = "4.1.2"
+version = "4.1.3"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "bcrypt-4.1.2-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:ac621c093edb28200728a9cca214d7e838529e557027ef0581685909acd28b5e"},
-    {file = "bcrypt-4.1.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea505c97a5c465ab8c3ba75c0805a102ce526695cd6818c6de3b1a38f6f60da1"},
-    {file = "bcrypt-4.1.2-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:57fa9442758da926ed33a91644649d3e340a71e2d0a5a8de064fb621fd5a3326"},
-    {file = "bcrypt-4.1.2-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:eb3bd3321517916696233b5e0c67fd7d6281f0ef48e66812db35fc963a422a1c"},
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-    {file = "bcrypt-4.1.2-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:44290ccc827d3a24604f2c8bcd00d0da349e336e6503656cb8192133e27335e2"},
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-    {file = "bcrypt-4.1.2-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:d75fc8cd0ba23f97bae88a6ec04e9e5351ff3c6ad06f38fe32ba50cbd0d11946"},
-    {file = "bcrypt-4.1.2-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:a97e07e83e3262599434816f631cc4c7ca2aa8e9c072c1b1a7fec2ae809a1d2d"},
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-    {file = "bcrypt-4.1.2.tar.gz", hash = "sha256:33313a1200a3ae90b75587ceac502b048b840fc69e7f7a0905b5f87fac7a1258"},
+    {file = "bcrypt-4.1.3-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:48429c83292b57bf4af6ab75809f8f4daf52aa5d480632e53707805cc1ce9b74"},
+    {file = "bcrypt-4.1.3-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4a8bea4c152b91fd8319fef4c6a790da5c07840421c2b785084989bf8bbb7455"},
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+    {file = "bcrypt-4.1.3-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:094fd31e08c2b102a14880ee5b3d09913ecf334cd604af27e1013c76831f7b05"},
+    {file = "bcrypt-4.1.3-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:4fb253d65da30d9269e0a6f4b0de32bd657a0208a6f4e43d3e645774fb5457f3"},
+    {file = "bcrypt-4.1.3-cp37-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:193bb49eeeb9c1e2db9ba65d09dc6384edd5608d9d672b4125e9320af9153a15"},
+    {file = "bcrypt-4.1.3-cp37-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:8cbb119267068c2581ae38790e0d1fbae65d0725247a930fc9900c285d95725d"},
+    {file = "bcrypt-4.1.3-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:6cac78a8d42f9d120b3987f82252bdbeb7e6e900a5e1ba37f6be6fe4e3848286"},
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+    {file = "bcrypt-4.1.3-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6717543d2c110a155e6821ce5670c1f512f602eabb77dba95717ca76af79867d"},
+    {file = "bcrypt-4.1.3-cp39-abi3-win32.whl", hash = "sha256:6004f5229b50f8493c49232b8e75726b568535fd300e5039e255d919fc3a07f2"},
+    {file = "bcrypt-4.1.3-cp39-abi3-win_amd64.whl", hash = "sha256:2505b54afb074627111b5a8dc9b6ae69d0f01fea65c2fcaea403448c503d3991"},
+    {file = "bcrypt-4.1.3-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:cb9c707c10bddaf9e5ba7cdb769f3e889e60b7d4fea22834b261f51ca2b89fed"},
+    {file = "bcrypt-4.1.3-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:9f8ea645eb94fb6e7bea0cf4ba121c07a3a182ac52876493870033141aa687bc"},
+    {file = "bcrypt-4.1.3-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:f44a97780677e7ac0ca393bd7982b19dbbd8d7228c1afe10b128fd9550eef5f1"},
+    {file = "bcrypt-4.1.3-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d84702adb8f2798d813b17d8187d27076cca3cd52fe3686bb07a9083930ce650"},
+    {file = "bcrypt-4.1.3.tar.gz", hash = "sha256:2ee15dd749f5952fe3f0430d0ff6b74082e159c50332a1413d51b5689cf06623"},
 ]
 
 [package.extras]
@@ -779,63 +780,63 @@ requests = "*"
 
 [[package]]
 name = "coverage"
-version = "7.5.0"
+version = "7.5.1"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "coverage-7.5.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:39793731182c4be939b4be0cdecde074b833f6171313cf53481f869937129ed3"},
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 [package.dependencies]
@@ -846,43 +847,43 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
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 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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 ]
 
 [package.dependencies]
@@ -1072,13 +1073,13 @@ cython = ["cython"]
 
 [[package]]
 name = "dataclasses-json"
-version = "0.6.5"
+version = "0.6.6"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = "<4.0,>=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1422,13 +1423,13 @@ files = [
 
 [[package]]
 name = "fastapi"
-version = "0.110.2"
+version = "0.110.3"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1437,7 +1438,7 @@ starlette = ">=0.37.2,<0.38.0"
 typing-extensions = ">=4.8.0"
 
 [package.extras]
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 [[package]]
 name = "filelock"
@@ -1575,13 +1576,13 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2024.3.1"
+version = "2024.5.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -1589,7 +1590,7 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-devel = ["pytest", "pytest-cov"]
+dev = ["pre-commit", "ruff"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
 fuse = ["fusepy"]
@@ -1606,17 +1607,20 @@ s3 = ["s3fs"]
 sftp = ["paramiko"]
 smb = ["smbprotocol"]
 ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
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+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 = "google-api-core"
-version = "2.18.0"
+version = "2.19.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2022,13 +2026,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.22.2"
+version = "0.23.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
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+    {file = "huggingface_hub-0.23.1.tar.gz", hash = "sha256:4f62dbf6ae94f400c6d3419485e52bce510591432a5248a65d0cb72e4d479eb4"},
 ]
 
 [package.dependencies]
@@ -2041,16 +2045,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
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+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
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-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.3.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 inference = ["aiohttp", "minijinja (>=1.0)"]
 quality = ["mypy (==1.5.1)", "ruff (>=0.3.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
-testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "numpy", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
 torch = ["safetensors", "torch"]
 typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
 
@@ -2214,13 +2218,13 @@ files = [
 
 [[package]]
 name = "jinja2"
-version = "3.1.3"
+version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
-    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
 ]
 
 [package.dependencies]
@@ -2231,13 +2235,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
-version = "1.4.0"
+version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "joblib-1.4.0-py3-none-any.whl", hash = "sha256:42942470d4062537be4d54c83511186da1fc14ba354961a2114da91efa9a4ed7"},
-    {file = "joblib-1.4.0.tar.gz", hash = "sha256:1eb0dc091919cd384490de890cb5dfd538410a6d4b3b54eef09fb8c50b409b1c"},
+    {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
+    {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
 ]
 
 [[package]]
@@ -2286,23 +2290,23 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "langchain"
-version = "0.0.303"
+version = "0.1.20"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = ">=3.8.1,<4.0"
+python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.0.303-py3-none-any.whl", hash = "sha256:1745961f66b60bc3b513820a34c560dd37c4ba4b7499ba82545dc4816d0133bd"},
-    {file = "langchain-0.0.303.tar.gz", hash = "sha256:84d2727eb8b3b27a9d0aa0da9f05408c2564a4a923c7d5b154a16e488430e725"},
+    {file = "langchain-0.1.20-py3-none-any.whl", hash = "sha256:09991999fbd6c3421a12db3c7d1f52d55601fc41d9b2a3ef51aab2e0e9c38da9"},
+    {file = "langchain-0.1.20.tar.gz", hash = "sha256:f35c95eed8c8375e02dce95a34f2fd4856a4c98269d6dc34547a23dba5beab7e"},
 ]
 
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 aiohttp = ">=3.8.3,<4.0.0"
-anyio = "<4.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
 dataclasses-json = ">=0.5.7,<0.7"
-jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.0.38,<0.1.0"
-numexpr = ">=2.8.4,<3.0.0"
+langchain-community = ">=0.0.38,<0.1"
+langchain-core = ">=0.1.52,<0.2.0"
+langchain-text-splitters = ">=0.0.1,<0.1"
+langsmith = ">=0.1.17,<0.2.0"
 numpy = ">=1,<2"
 pydantic = ">=1,<3"
 PyYAML = ">=5.3"
@@ -2311,19 +2315,100 @@ SQLAlchemy = ">=1.4,<3"
 tenacity = ">=8.1.0,<9.0.0"
 
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 qdrant = ["qdrant-client (>=1.3.1,<2.0.0)"]
 text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
+[[package]]
+name = "langchain-community"
+version = "0.0.38"
+description = "Community contributed LangChain integrations."
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+
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 [package.dependencies]
@@ -2659,80 +2732,99 @@ lxml = "*"
 
 [[package]]
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 description = "Static memory-efficient and fast Trie-like structures for Python."
 optional = false
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 [[package]]
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 description = "The official Python library for the openai API"
 optional = false
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 files = [
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 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
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+
 [[package]]
 name = "overrides"
 version = "7.7.0"
@@ -3615,13 +3721,13 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "platformdirs"
-version = "4.2.1"
+version = "4.2.2"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -4451,90 +4557,90 @@ test = ["timeout-decorator"]
 
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 name = "texttable"
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+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:bca36be5707e81b9e6ce3208d92d95540d4ca244c006b61511753583c81c70dd"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:ab998f567ebdf6b1da7dc1e5accfaa7c6992244629c0fdaef062f43249bd8dee"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_aarch64.whl", hash = "sha256:dddba7ca1c807045323b6af4ff80f5ddc4d654c8bce8317dde1bd96b128ed253"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_armv7l.whl", hash = "sha256:4513ec234c68b14d4161440e07f995f231be21a09329051e67a2118a7a612d2d"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_i686.whl", hash = "sha256:4107ac5ab936a63952dea2a46a734a23230aa2f6f9db1291bf171dac3ebd53c6"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64.whl", hash = "sha256:6e8c70d2cd745daec2a08734d9f63092b793ad97612470a0ee4cbb8f5f705c57"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f27279d060e2ab24c0aa98363ff906d2386aa6c4dc2f1a374655d4e02a6c5e5e"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_s390x.whl", hash = "sha256:f8affdf3c0f0466e69f5b3917cdd042f89c8c63aebdb9f7c078996f607cdb0f5"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ac7041b385f04c047fcc2951dc001671dee1b7e0615cde772e84b01fbf68ee84"},
+    {file = "watchdog-4.0.1-py3-none-win32.whl", hash = "sha256:206afc3d964f9a233e6ad34618ec60b9837d0582b500b63687e34011e15bb429"},
+    {file = "watchdog-4.0.1-py3-none-win_amd64.whl", hash = "sha256:7577b3c43e5909623149f76b099ac49a1a01ca4e167d1785c76eb52fa585745a"},
+    {file = "watchdog-4.0.1-py3-none-win_ia64.whl", hash = "sha256:d7b9f5f3299e8dd230880b6c55504a1f69cf1e4316275d1b215ebdd8187ec88d"},
+    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
 ]
 
 [package.extras]
@@ -5870,13 +5986,13 @@ wasabi = ">=0.9.1,<1.2.0"
 
 [[package]]
 name = "web3"
-version = "6.17.2"
+version = "6.19.0"
 description = "web3.py"
 optional = false
 python-versions = ">=3.7.2"
 files = [
-    {file = "web3-6.17.2-py3-none-any.whl", hash = "sha256:ad859e805c8e56bc8497270e1291c6bf5e7ebbdbc7a23fb0882ba1eed29e64e3"},
-    {file = "web3-6.17.2.tar.gz", hash = "sha256:8ed8b7184eba5b00d0849efb95c8ec6f3220aa8886e740182bb1e4f1247cca3e"},
+    {file = "web3-6.19.0-py3-none-any.whl", hash = "sha256:fb39683d6aa7586ce0ab0be4be392f8acb62c2503958079d61b59f2a0b883718"},
+    {file = "web3-6.19.0.tar.gz", hash = "sha256:d27fbd4ac5aa70d0e0c516bd3e3b802fbe74bc159b407c34052d9301b400f757"},
 ]
 
 [package.dependencies]
@@ -5897,7 +6013,7 @@ typing-extensions = ">=4.0.1"
 websockets = ">=10.0.0"
 
 [package.extras]
-dev = ["build (>=0.9.0)", "bumpversion", "eth-tester[py-evm] (>=0.11.0b1,<0.12.0b1)", "eth-tester[py-evm] (>=0.9.0b1,<0.10.0b1)", "flaky (>=3.7.0)", "hypothesis (>=3.31.2)", "importlib-metadata (<5.0)", "ipfshttpclient (==0.8.0a2)", "pre-commit (>=2.21.0)", "py-geth (>=3.14.0)", "pytest (>=7.0.0)", "pytest-asyncio (>=0.18.1,<0.23)", "pytest-mock (>=1.10)", "pytest-watch (>=4.2)", "pytest-xdist (>=1.29)", "setuptools (>=38.6.0)", "sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=3.18.0)", "tqdm (>4.32)", "twine (>=1.13)", "when-changed (>=0.3.0)"]
+dev = ["build (>=0.9.0)", "bumpversion", "eth-tester[py-evm] (>=0.11.0b1,<0.12.0b1)", "eth-tester[py-evm] (>=0.9.0b1,<0.10.0b1)", "flaky (>=3.7.0)", "hypothesis (>=3.31.2)", "importlib-metadata (<5.0)", "ipfshttpclient (==0.8.0a2)", "pre-commit (>=2.21.0)", "py-geth (>=3.14.0)", "pytest (>=7.0.0)", "pytest-asyncio (>=0.21.2,<0.23)", "pytest-mock (>=1.10)", "pytest-watch (>=4.2)", "pytest-xdist (>=1.29)", "setuptools (>=38.6.0)", "sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)", "tox (>=3.18.0)", "tqdm (>4.32)", "twine (>=1.13)", "when-changed (>=0.3.0)"]
 docs = ["sphinx (>=5.3.0)", "sphinx-rtd-theme (>=1.0.0)", "towncrier (>=21,<22)"]
 ipfs = ["ipfshttpclient (==0.8.0a2)"]
 tester = ["eth-tester[py-evm] (>=0.11.0b1,<0.12.0b1)", "eth-tester[py-evm] (>=0.9.0b1,<0.10.0b1)", "py-geth (>=3.14.0)"]
@@ -6117,4 +6233,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "b626e1f9fb83bbcdd7716a5bfbce028f1d8977c24359ecf7b686aff1e544fdbc"
+content-hash = "e34f584ac483b3cc8ada8448d1ac4593a2ce1dd5e60ae9a5817e1c9c9a2bdc23"
diff --git a/pyproject.toml b/pyproject.toml
index 2d4c6982..30f3beaf 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,7 +17,7 @@ include = "packages"
 [tool.poetry.dependencies]
 python = "^3.10"
 open-autonomy = "==0.14.10"
-openai = "==1.11.0"
+openai = "==1.30.2"
 requests = "==2.28.1"
 mech-client = "==0.2.5"
 py-multibase = "==1.0.3"
@@ -52,16 +52,18 @@ eth-utils = "==2.2.0"
 eth-abi = "==4.0.0"
 pycryptodome = "==3.18.0"
 anthropic = "0.21.3"
-langchain = "==0.0.303"
+langchain = "==0.1.20"
+langchain-core = "==0.1.52"
+langchain-openai = "==0.1.6"
 scikit-learn = "==1.3.1"
 pytest = "==7.2.1"
 jsonschema = "<4.4.0,>=4.3.0"
 spacy = "==3.7.2"
 pandas = "==2.1.1"
-tiktoken = "==0.5.1"
+tiktoken = "==0.6.0"
 python-dateutil = "==2.8.2"
 markdownify = "==0.11.6"
-tavily-python = "==0.3.0"
+tavily-python = "==0.3.3"
 chromadb = "==0.4.13"
 readability-lxml = "0.8.1"
 docstring-parser = "0.15"

From bb77f3540a662def4edb389bdf4cbec9438d5218 Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 16:27:53 +0200
Subject: [PATCH 02/17] chore: bump deps again

---
 poetry.lock    | 217 +++++++++++++++++++------------------------------
 pyproject.toml |   9 +-
 2 files changed, 88 insertions(+), 138 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 7d79a1e1..c2307175 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1071,21 +1071,6 @@ toolz = ">=0.8.0"
 [package.extras]
 cython = ["cython"]
 
-[[package]]
-name = "dataclasses-json"
-version = "0.6.6"
-description = "Easily serialize dataclasses to and from JSON."
-optional = false
-python-versions = "<4.0,>=3.7"
-files = [
-    {file = "dataclasses_json-0.6.6-py3-none-any.whl", hash = "sha256:e54c5c87497741ad454070ba0ed411523d46beb5da102e221efb873801b0ba85"},
-    {file = "dataclasses_json-0.6.6.tar.gz", hash = "sha256:0c09827d26fffda27f1be2fed7a7a01a29c5ddcd2eb6393ad5ebf9d77e9deae8"},
-]
-
-[package.dependencies]
-marshmallow = ">=3.18.0,<4.0.0"
-typing-inspect = ">=0.4.0,<1"
-
 [[package]]
 name = "decorator"
 version = "4.4.2"
@@ -2290,22 +2275,20 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "langchain"
-version = "0.1.20"
+version = "0.2.1"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.1.20-py3-none-any.whl", hash = "sha256:09991999fbd6c3421a12db3c7d1f52d55601fc41d9b2a3ef51aab2e0e9c38da9"},
-    {file = "langchain-0.1.20.tar.gz", hash = "sha256:f35c95eed8c8375e02dce95a34f2fd4856a4c98269d6dc34547a23dba5beab7e"},
+    {file = "langchain-0.2.1-py3-none-any.whl", hash = "sha256:3e13bf97c5717bce2c281f5117e8778823e8ccf62d949e73d3869448962b1c97"},
+    {file = "langchain-0.2.1.tar.gz", hash = "sha256:5758a315e1ac92eb26dafec5ad0fafa03cafa686aba197d5bb0b1dd28cc03ebe"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-dataclasses-json = ">=0.5.7,<0.7"
-langchain-community = ">=0.0.38,<0.1"
-langchain-core = ">=0.1.52,<0.2.0"
-langchain-text-splitters = ">=0.0.1,<0.1"
+langchain-core = ">=0.2.0,<0.3.0"
+langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
 numpy = ">=1,<2"
 pydantic = ">=1,<3"
@@ -2321,48 +2304,22 @@ cli = ["typer (>=0.9.0,<0.10.0)"]
 cohere = ["cohere (>=4,<6)"]
 docarray = ["docarray[hnswlib] (>=0.32.0,<0.33.0)"]
 embeddings = ["sentence-transformers (>=2,<3)"]
-extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cohere (>=4,<6)", "couchbase (>=4.1.9,<5.0.0)", "dashvector (>=1.0.1,<2.0.0)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "langchain-openai (>=0.0.2,<0.1)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0)", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "upstash-redis (>=0.15.0,<0.16.0)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
+extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cohere (>=4,<6)", "couchbase (>=4.1.9,<5.0.0)", "dashvector (>=1.0.1,<2.0.0)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "langchain-openai (>=0.1,<0.2)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0)", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "upstash-redis (>=0.15.0,<0.16.0)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
 javascript = ["esprima (>=4.0.1,<5.0.0)"]
 llms = ["clarifai (>=9.1.0)", "cohere (>=4,<6)", "huggingface_hub (>=0,<1)", "manifest-ml (>=0.0.1,<0.0.2)", "nlpcloud (>=1,<2)", "openai (<2)", "openlm (>=0.0.5,<0.0.6)", "torch (>=1,<3)", "transformers (>=4,<5)"]
-openai = ["openai (<2)", "tiktoken (>=0.3.2,<0.6.0)"]
+openai = ["openai (<2)", "tiktoken (>=0.7,<1.0)"]
 qdrant = ["qdrant-client (>=1.3.1,<2.0.0)"]
 text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
-[[package]]
-name = "langchain-community"
-version = "0.0.38"
-description = "Community contributed LangChain integrations."
-optional = false
-python-versions = "<4.0,>=3.8.1"
-files = [
-    {file = "langchain_community-0.0.38-py3-none-any.whl", hash = "sha256:ecb48660a70a08c90229be46b0cc5f6bc9f38f2833ee44c57dfab9bf3a2c121a"},
-    {file = "langchain_community-0.0.38.tar.gz", hash = "sha256:127fc4b75bc67b62fe827c66c02e715a730fef8fe69bd2023d466bab06b5810d"},
-]
-
-[package.dependencies]
-aiohttp = ">=3.8.3,<4.0.0"
-dataclasses-json = ">=0.5.7,<0.7"
-langchain-core = ">=0.1.52,<0.2.0"
-langsmith = ">=0.1.0,<0.2.0"
-numpy = ">=1,<2"
-PyYAML = ">=5.3"
-requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<9.0.0"
-
-[package.extras]
-cli = ["typer (>=0.9.0,<0.10.0)"]
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+version = "0.2.1"
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 optional = false
 python-versions = "<4.0,>=3.8.1"
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@@ -2378,33 +2335,33 @@ extended-testing = ["jinja2 (>=3,<4)"]
 
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-version = "0.1.6"
+version = "0.1.7"
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+tiktoken = ">=0.7,<1"
 
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+version = "0.2.0"
 description = "LangChain text splitting utilities"
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 python-versions = "<4.0,>=3.8.1"
 files = [
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@@ -2427,6 +2384,21 @@ language-data = ">=1.2"
 build = ["build", "twine"]
 test = ["pytest", "pytest-cov"]
 
+[[package]]
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+version = "0.0.55"
+description = "langgraph"
+optional = false
+python-versions = "<4.0,>=3.9.0"
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+
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-
 [[package]]
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 version = "0.2.5"
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+    {file = "tiktoken-0.7.0-cp311-cp311-win_amd64.whl", hash = "sha256:959d993749b083acc57a317cbc643fb85c014d055b2119b739487288f4e5d1cb"},
+    {file = "tiktoken-0.7.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:71c55d066388c55a9c00f61d2c456a6086673ab7dec22dd739c23f77195b1908"},
+    {file = "tiktoken-0.7.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:09ed925bccaa8043e34c519fbb2f99110bd07c6fd67714793c21ac298e449410"},
+    {file = "tiktoken-0.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:03c6c40ff1db0f48a7b4d2dafeae73a5607aacb472fa11f125e7baf9dce73704"},
+    {file = "tiktoken-0.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d20b5c6af30e621b4aca094ee61777a44118f52d886dbe4f02b70dfe05c15350"},
+    {file = "tiktoken-0.7.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d427614c3e074004efa2f2411e16c826f9df427d3c70a54725cae860f09e4bf4"},
+    {file = "tiktoken-0.7.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:8c46d7af7b8c6987fac9b9f61041b452afe92eb087d29c9ce54951280f899a97"},
+    {file = "tiktoken-0.7.0-cp312-cp312-win_amd64.whl", hash = "sha256:0bc603c30b9e371e7c4c7935aba02af5994a909fc3c0fe66e7004070858d3f8f"},
+    {file = "tiktoken-0.7.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:2398fecd38c921bcd68418675a6d155fad5f5e14c2e92fcf5fe566fa5485a858"},
+    {file = "tiktoken-0.7.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:8f5f6afb52fb8a7ea1c811e435e4188f2bef81b5e0f7a8635cc79b0eef0193d6"},
+    {file = "tiktoken-0.7.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:861f9ee616766d736be4147abac500732b505bf7013cfaf019b85892637f235e"},
+    {file = "tiktoken-0.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54031f95c6939f6b78122c0aa03a93273a96365103793a22e1793ee86da31685"},
+    {file = "tiktoken-0.7.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:fffdcb319b614cf14f04d02a52e26b1d1ae14a570f90e9b55461a72672f7b13d"},
+    {file = "tiktoken-0.7.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:c72baaeaefa03ff9ba9688624143c858d1f6b755bb85d456d59e529e17234769"},
+    {file = "tiktoken-0.7.0-cp38-cp38-win_amd64.whl", hash = "sha256:131b8aeb043a8f112aad9f46011dced25d62629091e51d9dc1adbf4a1cc6aa98"},
+    {file = "tiktoken-0.7.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:cabc6dc77460df44ec5b879e68692c63551ae4fae7460dd4ff17181df75f1db7"},
+    {file = "tiktoken-0.7.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8d57f29171255f74c0aeacd0651e29aa47dff6f070cb9f35ebc14c82278f3b25"},
+    {file = "tiktoken-0.7.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ee92776fdbb3efa02a83f968c19d4997a55c8e9ce7be821ceee04a1d1ee149c"},
+    {file = "tiktoken-0.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e215292e99cb41fbc96988ef62ea63bb0ce1e15f2c147a61acc319f8b4cbe5bf"},
+    {file = "tiktoken-0.7.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:8a81bac94769cab437dd3ab0b8a4bc4e0f9cf6835bcaa88de71f39af1791727a"},
+    {file = "tiktoken-0.7.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:d6d73ea93e91d5ca771256dfc9d1d29f5a554b83821a1dc0891987636e0ae226"},
+    {file = "tiktoken-0.7.0-cp39-cp39-win_amd64.whl", hash = "sha256:2bcb28ddf79ffa424f171dfeef9a4daff61a94c631ca6813f43967cb263b83b9"},
+    {file = "tiktoken-0.7.0.tar.gz", hash = "sha256:1077266e949c24e0291f6c350433c6f0971365ece2b173a23bc3b9f9defef6b6"},
 ]
 
 [package.dependencies]
@@ -5636,21 +5589,6 @@ files = [
     {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
 ]
 
-[[package]]
-name = "typing-inspect"
-version = "0.9.0"
-description = "Runtime inspection utilities for typing module."
-optional = false
-python-versions = "*"
-files = [
-    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
-    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
-]
-
-[package.dependencies]
-mypy-extensions = ">=0.3.0"
-typing-extensions = ">=3.7.4"
-
 [[package]]
 name = "tzdata"
 version = "2024.1"
@@ -5689,6 +5627,17 @@ brotli = ["brotli (==1.0.9)", "brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotl
 secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
 socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
+[[package]]
+name = "uuid6"
+version = "2024.1.12"
+description = "New time-based UUID formats which are suited for use as a database key"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "uuid6-2024.1.12-py3-none-any.whl", hash = "sha256:8150093c8d05a331bc0535bc5ef6cf57ac6eceb2404fd319bc10caee2e02c065"},
+    {file = "uuid6-2024.1.12.tar.gz", hash = "sha256:ed0afb3a973057575f9883201baefe402787ca5e11e1d24e377190f0c43f1993"},
+]
+
 [[package]]
 name = "uvicorn"
 version = "0.29.0"
@@ -6233,4 +6182,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "e34f584ac483b3cc8ada8448d1ac4593a2ce1dd5e60ae9a5817e1c9c9a2bdc23"
+content-hash = "59adb88550bf4e83b2370fb99abad43e0fe1276a9f5f7116c3bbc5458b78bfb1"
diff --git a/pyproject.toml b/pyproject.toml
index 30f3beaf..69e0a00f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -52,15 +52,15 @@ eth-utils = "==2.2.0"
 eth-abi = "==4.0.0"
 pycryptodome = "==3.18.0"
 anthropic = "0.21.3"
-langchain = "==0.1.20"
-langchain-core = "==0.1.52"
-langchain-openai = "==0.1.6"
+langchain = "==0.2.1"
+langchain-core = "==0.2.1"
+langchain-openai = "==0.1.7"
 scikit-learn = "==1.3.1"
 pytest = "==7.2.1"
 jsonschema = "<4.4.0,>=4.3.0"
 spacy = "==3.7.2"
 pandas = "==2.1.1"
-tiktoken = "==0.6.0"
+tiktoken = "==0.7.0"
 python-dateutil = "==2.8.2"
 markdownify = "==0.11.6"
 tavily-python = "==0.3.3"
@@ -72,6 +72,7 @@ pypdf2 = "^3.0.1"
 moviepy = "1.0.3"
 replicate = "0.15.7"
 lxml = {extras = ["html-clean"], version = "^5.1.0"}
+langgraph = "==0.0.55"
 
 [tool.poetry.group.dev.dependencies]
 tomte = {version = "==0.2.15", extras = ["cli", "tests"]}

From 6be4bbfca4f3b071710be8ac4b4cf02923bbd3da Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 16:30:28 +0200
Subject: [PATCH 03/17] chore: lock packages

---
 poetry.lock    | 78 +++++++++++++++++++++++++++++++++++++++++++++++++-
 pyproject.toml |  1 +
 2 files changed, 78 insertions(+), 1 deletion(-)

diff --git a/poetry.lock b/poetry.lock
index c2307175..6c94f927 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1071,6 +1071,21 @@ toolz = ">=0.8.0"
 [package.extras]
 cython = ["cython"]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.6"
+description = "Easily serialize dataclasses to and from JSON."
+optional = false
+python-versions = "<4.0,>=3.7"
+files = [
+    {file = "dataclasses_json-0.6.6-py3-none-any.whl", hash = "sha256:e54c5c87497741ad454070ba0ed411523d46beb5da102e221efb873801b0ba85"},
+    {file = "dataclasses_json-0.6.6.tar.gz", hash = "sha256:0c09827d26fffda27f1be2fed7a7a01a29c5ddcd2eb6393ad5ebf9d77e9deae8"},
+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "decorator"
 version = "4.4.2"
@@ -2311,6 +2326,33 @@ openai = ["openai (<2)", "tiktoken (>=0.7,<1.0)"]
 qdrant = ["qdrant-client (>=1.3.1,<2.0.0)"]
 text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
+[[package]]
+name = "langchain-community"
+version = "0.2.1"
+description = "Community contributed LangChain integrations."
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
+    {file = "langchain_community-0.2.1-py3-none-any.whl", hash = "sha256:b834e2c5ded6903b839fcaf566eee90a0ffae53405a0f7748202725e701d39cd"},
+    {file = "langchain_community-0.2.1.tar.gz", hash = "sha256:079942e8f15da975769ccaae19042b7bba5481c42020bbbd7d8cad73a9393261"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.8.3,<4.0.0"
+dataclasses-json = ">=0.5.7,<0.7"
+langchain = ">=0.2.0,<0.3.0"
+langchain-core = ">=0.2.0,<0.3.0"
+langsmith = ">=0.1.0,<0.2.0"
+numpy = ">=1,<2"
+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<9.0.0"
+
+[package.extras]
+cli = ["typer (>=0.9.0,<0.10.0)"]
+extended-testing = ["aiosqlite (>=0.19.0,<0.20.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "azure-ai-documentintelligence (>=1.0.0b1,<2.0.0)", "azure-identity (>=1.15.0,<2.0.0)", "azure-search-documents (==11.4.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.6,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "cloudpathlib (>=0.18,<0.19)", "cloudpickle (>=2.0.0)", "cohere (>=4,<5)", "databricks-vectorsearch (>=0.21,<0.22)", "datasets (>=2.15.0,<3.0.0)", "dgml-utils (>=0.3.0,<0.4.0)", "elasticsearch (>=8.12.0,<9.0.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "fireworks-ai (>=0.9.0,<0.10.0)", "friendli-client (>=1.2.4,<2.0.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "google-cloud-documentai (>=2.20.1,<3.0.0)", "gql (>=3.4.1,<4.0.0)", "gradientai (>=1.4.0,<2.0.0)", "hdbcli (>=2.19.21,<3.0.0)", "hologres-vector (>=0.0.6,<0.0.7)", "html2text (>=2020.1.16,<2021.0.0)", "httpx (>=0.24.1,<0.25.0)", "httpx-sse (>=0.4.0,<0.5.0)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "lxml (>=4.9.3,<6.0)", "markdownify (>=0.11.6,<0.12.0)", "motor (>=3.3.1,<4.0.0)", "msal (>=1.25.0,<2.0.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "numexpr (>=2.8.6,<3.0.0)", "nvidia-riva-client (>=2.14.0,<3.0.0)", "oci (>=2.119.1,<3.0.0)", "openai (<2)", "openapi-pydantic (>=0.3.2,<0.4.0)", "oracle-ads (>=2.9.1,<3.0.0)", "oracledb (>=2.2.0,<3.0.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "praw (>=7.7.1,<8.0.0)", "premai (>=0.3.25,<0.4.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pyjwt (>=2.8.0,<3.0.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "rapidocr-onnxruntime (>=1.3.2,<2.0.0)", "rdflib (==7.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "rspace_client (>=2.5.0,<3.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "tidb-vector (>=0.0.3,<1.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "tree-sitter (>=0.20.2,<0.21.0)", "tree-sitter-languages (>=1.8.0,<2.0.0)", "upstash-redis (>=0.15.0,<0.16.0)", "vdms (>=0.0.20,<0.0.21)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
+
 [[package]]
 name = "langchain-core"
 version = "0.2.1"
@@ -2889,6 +2931,25 @@ files = [
     {file = "MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b"},
 ]
 
+[[package]]
+name = "marshmallow"
+version = "3.21.2"
+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "marshmallow-3.21.2-py3-none-any.whl", hash = "sha256:70b54a6282f4704d12c0a41599682c5c5450e843b9ec406308653b47c59648a1"},
+    {file = "marshmallow-3.21.2.tar.gz", hash = "sha256:82408deadd8b33d56338d2182d455db632c6313aa2af61916672146bb32edc56"},
+]
+
+[package.dependencies]
+packaging = ">=17.0"
+
+[package.extras]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
+docs = ["alabaster (==0.7.16)", "autodocsumm (==0.2.12)", "sphinx (==7.3.7)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "pytz", "simplejson"]
+
 [[package]]
 name = "mech-client"
 version = "0.2.5"
@@ -5589,6 +5650,21 @@ files = [
     {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+files = [
+    {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
+    {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
+]
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
 [[package]]
 name = "tzdata"
 version = "2024.1"
@@ -6182,4 +6258,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "59adb88550bf4e83b2370fb99abad43e0fe1276a9f5f7116c3bbc5458b78bfb1"
+content-hash = "e792890e5bd57bf4482a54d44efd5f9c0eb9fefcb193c0377072ca23ff288b4b"
diff --git a/pyproject.toml b/pyproject.toml
index 69e0a00f..b94a7044 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,6 +73,7 @@ moviepy = "1.0.3"
 replicate = "0.15.7"
 lxml = {extras = ["html-clean"], version = "^5.1.0"}
 langgraph = "==0.0.55"
+langchain-community = "==0.2.1"
 
 [tool.poetry.group.dev.dependencies]
 tomte = {version = "==0.2.15", extras = ["cli", "tests"]}

From ee4762fa68a636f31a416ddea4a4efb6d6f2e467 Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 16:30:33 +0200
Subject: [PATCH 04/17] feat: add tool

---
 .../customs/langchain_request/__init__.py     |  20 ++
 .../customs/langchain_request/component.yaml  |  24 ++
 .../langchain_request/langchain_request.py    | 251 ++++++++++++++++++
 3 files changed, 295 insertions(+)
 create mode 100644 packages/valory/customs/langchain_request/__init__.py
 create mode 100644 packages/valory/customs/langchain_request/component.yaml
 create mode 100644 packages/valory/customs/langchain_request/langchain_request.py

diff --git a/packages/valory/customs/langchain_request/__init__.py b/packages/valory/customs/langchain_request/__init__.py
new file mode 100644
index 00000000..aa6d903d
--- /dev/null
+++ b/packages/valory/customs/langchain_request/__init__.py
@@ -0,0 +1,20 @@
+# -*- coding: utf-8 -*-
+# ------------------------------------------------------------------------------
+#
+#   Copyright 2024 Valory AG
+#
+#   Licensed under the Apache License, Version 2.0 (the "License");
+#   you may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+#
+# ------------------------------------------------------------------------------
+
+"""This module contains a tool that integrates langchain."""
diff --git a/packages/valory/customs/langchain_request/component.yaml b/packages/valory/customs/langchain_request/component.yaml
new file mode 100644
index 00000000..f81cdeec
--- /dev/null
+++ b/packages/valory/customs/langchain_request/component.yaml
@@ -0,0 +1,24 @@
+name: langchain_request
+author: valory
+version: 0.1.0
+type: custom
+description: A mech tool that integrates langchain
+license: Apache-2.0
+aea_version: '>=1.0.0, <2.0.0'
+fingerprint:
+  __init__.py: bafybeiunknownnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnn
+  langchain_request.py: bafybeiunknownnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnn
+fingerprint_ignore_patterns: []
+entry_point: langchain_request.py
+callable: run
+dependencies:
+  langchain:
+    version: ==0.1.20
+  langchain-core:
+    version: ==0.1.52
+  langchain-openai:
+    version: ==0.1.6
+  langgraph:
+    version: ==0.0.55
+  langchain_community:
+    version: ==0.2.1
\ No newline at end of file
diff --git a/packages/valory/customs/langchain_request/langchain_request.py b/packages/valory/customs/langchain_request/langchain_request.py
new file mode 100644
index 00000000..6cca3576
--- /dev/null
+++ b/packages/valory/customs/langchain_request/langchain_request.py
@@ -0,0 +1,251 @@
+# -*- coding: utf-8 -*-
+# ------------------------------------------------------------------------------
+#
+#   Copyright 2024 Valory AG
+#
+#   Licensed under the Apache License, Version 2.0 (the "License");
+#   you may not use this file except in compliance with the License.
+#   You may obtain a copy of the License at
+#
+#       http://www.apache.org/licenses/LICENSE-2.0
+#
+#   Unless required by applicable law or agreed to in writing, software
+#   distributed under the License is distributed on an "AS IS" BASIS,
+#   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+#   See the License for the specific language governing permissions and
+#   limitations under the License.
+#
+# ------------------------------------------------------------------------------
+
+"""A mech tool that integrates langchain and langgraph."""
+
+import getpass
+import os
+from typing import Annotated, Literal, Sequence, TypedDict, Optional, Tuple
+from langchain_core.messages import (
+    BaseMessage,
+    ToolMessage,
+    HumanMessage,
+    AIMessage
+)
+from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
+from langgraph.graph import END, StateGraph
+from langchain_community.tools.tavily_search import TavilySearchResults
+from langchain_openai import ChatOpenAI
+from typing_extensions import TypedDict
+from langgraph.prebuilt import ToolNode
+import operator
+import functools
+
+tavily_tool = TavilySearchResults(max_results=5)
+llm = ChatOpenAI(model="gpt-4-1106-preview")
+
+
+def _set_if_undefined(var: str):
+    "Set env vars"
+    if not os.environ.get(var):
+        os.environ[var] = getpass.getpass(f"Please provide your {var}")
+
+
+def create_agent(llm, tools, system_message: str):
+    """Create an agent."""
+    prompt = ChatPromptTemplate.from_messages(
+        [
+            (
+                "system",
+                "You are a helpful AI assistant, collaborating with other assistants."
+                " Use the provided tools to progress towards answering the question."
+                " If you are unable to fully answer, that's OK, another assistant with different tools "
+                " will help where you left off. Execute what you can to make progress."
+                " If you or any of the other assistants have the final answer or deliverable,"
+                " prefix your response with FINAL ANSWER so the team knows to stop."
+                " You have access to the following tools: {tool_names}.\n{system_message}",
+            ),
+            MessagesPlaceholder(variable_name="messages"),
+        ]
+    )
+    prompt = prompt.partial(system_message=system_message)
+    prompt = prompt.partial(tool_names=", ".join([tool.name for tool in tools]))
+    return prompt | llm.bind_tools(tools)
+
+
+# This defines the object that is passed between each node
+# in the graph. We will create different nodes for each agent and tool
+class AgentState(TypedDict):
+    messages: Annotated[Sequence[BaseMessage], operator.add]
+    sender: str
+
+
+# Helper function to create a node for a given agent
+def agent_node(state, agent, name):
+    result = agent.invoke(state)
+    # We convert the agent output into a format that is suitable to append to the global state
+    if isinstance(result, ToolMessage):
+        pass
+    else:
+        result = AIMessage(**result.dict(exclude={"type", "name"}), name=name)
+    return {
+        "messages": [result],
+        # Since we have a strict workflow, we can
+        # track the sender so we know who to pass to next.
+        "sender": name,
+    }
+
+
+def router(state) -> Literal["call_tool", "__end__", "continue"]:
+    # This is the router
+    messages = state["messages"]
+    last_message = messages[-1]
+    if last_message.tool_calls:
+        # The previous agent is invoking a tool
+        return "call_tool"
+    if "FINAL ANSWER" in last_message.content:
+        # Any agent decided the work is done
+        return "__end__"
+    return "continue"
+
+
+
+def run_langgraph(topic: str, timeframe: str, question: str) -> Tuple[str, str]:
+    """Run langgraph"""
+
+    # Create research agent and node
+    research_agent = create_agent(
+        llm,
+        [tavily_tool],
+        system_message="You should provide accurate data for the data_analyzer to use.",
+    )
+    research_node = functools.partial(agent_node, agent=research_agent, name="researcher")
+
+    # Create data_analyzer agent and node
+    analyzer_agent = create_agent(
+        llm,
+        [tavily_tool],
+        system_message="You should analyze the data you've been provided with and decide whether an event is more likely to happen or not."
+        "* Your output response must be only a single JSON object to be parsed by Python's json.loads()."
+        '* The JSON must contain just one field: "response" which value can only be "yes" or "no".'
+        "* Output only the JSON object. Do not include any other contents in your response."
+    )
+    analyzer_node = functools.partial(agent_node, agent=analyzer_agent, name="data_analyzer")
+
+    # Tools
+    tools = [tavily_tool]
+    tool_node = ToolNode(tools)
+
+    # Either agent can decide to end
+    workflow = StateGraph(AgentState)
+
+    workflow.add_node("researcher", research_node)
+    workflow.add_node("data_analyzer", analyzer_node)
+    workflow.add_node("call_tool", tool_node)
+
+    workflow.add_conditional_edges(
+        "researcher",
+        router,
+        {"continue": "data_analyzer", "call_tool": "call_tool", "__end__": END},
+    )
+    workflow.add_conditional_edges(
+        "data_analyzer",
+        router,
+        {"continue": "researcher", "call_tool": "call_tool", "__end__": END},
+    )
+
+    workflow.add_conditional_edges(
+        "call_tool",
+        # Each agent node updates the 'sender' field
+        # the tool calling node does not, meaning
+        # this edge will route back to the original agent
+        # who invoked the tool
+        lambda x: x["sender"],
+        {
+            "researcher": "researcher",
+            "data_analyzer": "data_analyzer",
+        },
+    )
+    workflow.set_entry_point("researcher")
+    graph = workflow.compile()
+
+    prompt = (
+        f"Fetch data and news about {topic} over the {timeframe},"
+        f" then ask the question: {question}"
+        " Once you have an answer, finish."
+    )
+
+    events = graph.stream(
+        {
+            "messages": [
+                HumanMessage(
+                    content=prompt
+                )
+            ],
+        },
+        # Maximum number of steps to take in the graph
+        {"recursion_limit": 150},
+    )
+
+    # Generator to list
+    event_list = [e for e in events]
+
+    # Response is the last message from the last event
+    response = event_list[-1]["researcher"]["messages"][-1].content
+
+    return response, prompt
+
+
+def error_response(msg: str) -> Tuple[str, None, None, None]:
+    """Return an error mech response."""
+    return msg, None, None, None
+
+
+def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
+    """Run the langchain example."""
+
+    # Process the kwargs
+    topic = kwargs.get("topic", None)
+    timeframe = kwargs.get("topic", None)
+    question = kwargs.get("question", None)
+    openai_api_key = kwargs.get("api_keys", {}).get("openai", None)
+    tavily_api_key = kwargs.get("api_keys", {}).get("tavily", None)
+
+    if topic is None:
+        return error_response("No topic has been specified.")
+
+    if timeframe is None:
+        return error_response("No timeframe has been specified.")
+
+    if question is None:
+        return error_response("No question has been specified.")
+
+    if openai_api_key is None:
+        return error_response("No openai_api_key has been specified.")
+
+    if tavily_api_key is None:
+        return error_response("No tavily_api_key has been specified.")
+
+    # Set the environment
+    _set_if_undefined("OPENAI_API_KEY")
+    _set_if_undefined("TAVILY_API_KEY")
+    os.environ["LANGCHAIN_TRACING_V2"] = "false"
+
+    # Run the tool
+    response, prompt = run_langgraph(topic, timeframe, question)
+
+    # The expected output is: response, prompt, irrelevant, irrelevant
+    return response, prompt, None, None
+
+
+if __name__ == "__main__":
+    """Main"""
+
+    api_keys = {
+        "openai": os.environ["OPENAI_API_KEY"],
+        "tavily": os.environ["TAVILY_API_KEY"]
+    }
+
+    response = run(
+        topic="consumer technology",
+        timeframe="past month",
+        question="will Apple will unveil a new Iphone before the end of 2024?",
+        api_keys=api_keys
+    )
+    print(response)
\ No newline at end of file

From 9523de1f8f4434e4080557a671214a43d2d4c6fe Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 16:40:30 +0200
Subject: [PATCH 05/17] fix: improve response, rename

---
 .../__init__.py                                           | 0
 .../component.yaml                                        | 6 +++---
 .../prediction_langchain.py}                              | 8 ++++----
 3 files changed, 7 insertions(+), 7 deletions(-)
 rename packages/valory/customs/{langchain_request => prediction_langchain}/__init__.py (100%)
 rename packages/valory/customs/{langchain_request => prediction_langchain}/component.yaml (80%)
 rename packages/valory/customs/{langchain_request/langchain_request.py => prediction_langchain/prediction_langchain.py} (95%)

diff --git a/packages/valory/customs/langchain_request/__init__.py b/packages/valory/customs/prediction_langchain/__init__.py
similarity index 100%
rename from packages/valory/customs/langchain_request/__init__.py
rename to packages/valory/customs/prediction_langchain/__init__.py
diff --git a/packages/valory/customs/langchain_request/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
similarity index 80%
rename from packages/valory/customs/langchain_request/component.yaml
rename to packages/valory/customs/prediction_langchain/component.yaml
index f81cdeec..77fe8bda 100644
--- a/packages/valory/customs/langchain_request/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -1,15 +1,15 @@
-name: langchain_request
+name: prediction_langchain
 author: valory
 version: 0.1.0
 type: custom
-description: A mech tool that integrates langchain
+description: A mech tool that integrates langchain and langgraph
 license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeiunknownnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnn
   langchain_request.py: bafybeiunknownnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnn
 fingerprint_ignore_patterns: []
-entry_point: langchain_request.py
+entry_point: prediction_langchain.py
 callable: run
 dependencies:
   langchain:
diff --git a/packages/valory/customs/langchain_request/langchain_request.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
similarity index 95%
rename from packages/valory/customs/langchain_request/langchain_request.py
rename to packages/valory/customs/prediction_langchain/prediction_langchain.py
index 6cca3576..7c57b73c 100644
--- a/packages/valory/customs/langchain_request/langchain_request.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -59,6 +59,9 @@ def create_agent(llm, tools, system_message: str):
                 " will help where you left off. Execute what you can to make progress."
                 " If you or any of the other assistants have the final answer or deliverable,"
                 " prefix your response with FINAL ANSWER so the team knows to stop."
+                "* Your final answer must start with FINAL ANSWER and be followed by a JSON object to be parsed by Python's json.loads()."
+                '* The JSON must contain just one field: "response" which value can only be "yes" or "no".'
+                "* Output only the FINAL ANSWER and the JSON object. Do not include any other contents in your response."
                 " You have access to the following tools: {tool_names}.\n{system_message}",
             ),
             MessagesPlaceholder(variable_name="messages"),
@@ -122,9 +125,6 @@ def run_langgraph(topic: str, timeframe: str, question: str) -> Tuple[str, str]:
         llm,
         [tavily_tool],
         system_message="You should analyze the data you've been provided with and decide whether an event is more likely to happen or not."
-        "* Your output response must be only a single JSON object to be parsed by Python's json.loads()."
-        '* The JSON must contain just one field: "response" which value can only be "yes" or "no".'
-        "* Output only the JSON object. Do not include any other contents in your response."
     )
     analyzer_node = functools.partial(agent_node, agent=analyzer_agent, name="data_analyzer")
 
@@ -187,7 +187,7 @@ def run_langgraph(topic: str, timeframe: str, question: str) -> Tuple[str, str]:
     event_list = [e for e in events]
 
     # Response is the last message from the last event
-    response = event_list[-1]["researcher"]["messages"][-1].content
+    response = event_list[-1]["researcher"]["messages"][-1].content.replace("FINAL ANSWER", "").strip()
 
     return response, prompt
 

From e181b8b0674150b60e68c092c3b5905158544a7a Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 16:42:11 +0200
Subject: [PATCH 06/17] fix: hashes

---
 packages/packages.json                                      | 3 ++-
 packages/valory/customs/prediction_langchain/component.yaml | 6 +++---
 packages/valory/customs/prepare_tx/component.yaml           | 1 +
 3 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/packages/packages.json b/packages/packages.json
index 006e6246..23160d72 100644
--- a/packages/packages.json
+++ b/packages/packages.json
@@ -14,13 +14,14 @@
         "custom/napthaai/resolve_market_reasoning/0.1.0": "bafybeiewdqtfkee3od5kuktrhyzexy7466ea3w3to7vv6qnli6qutfrqaa",
         "custom/napthaai/prediction_request_rag/0.1.0": "bafybeif7ufhrlhpuegm6kpiw6jzye6jmp4fjvxgn3hwcv4vkolrrrmidmy",
         "custom/napthaai/prediction_request_reasoning/0.1.0": "bafybeifzkvc6j5wbbremt2jqig4ozaackzpz3o5okkoihmm3wdpptpviz4",
-        "custom/valory/prepare_tx/0.1.0": "bafybeibjqckeb73df724lr4xkrmeh3woqwas4mswa7au65xnwag2edad2e",
+        "custom/valory/prepare_tx/0.1.0": "bafybeiepo3ftfw6x2lrialpgjjjxjhnbrkdbi2ubtkbhlgk5whucjgcnt4",
         "custom/valory/short_maker/0.1.0": "bafybeif63rt4lkopu3rc3l7sg6tebrrwg2lxqufjx6dx4hoda5yzax43fa",
         "custom/napthaai/prediction_url_cot/0.1.0": "bafybeic3ch7wfhxqvwgoud7xotuu3khs4xch3ej35kox2gulya2hv65wbu",
         "custom/napthaai/prediction_url_cot_claude/0.1.0": "bafybeicbjywni5hx5ssoiv6tnnjbqzsck6cmtsdpr6m562z6afogz5eh44",
         "custom/napthaai/prediction_request_reasoning_claude/0.1.0": "bafybeihtx2cejxoy42jwk2i5m4evfzz537aic5njuawxnzdzwlo63kdduq",
         "custom/napthaai/prediction_request_rag_claude/0.1.0": "bafybeickr32t7nmapuoymjyo3cf5rr2v2zapksxcivuqsgjr2gn6zo6y7y",
         "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeie2qi27usujclcje524qu4w6iv3viouq3pxhs2yft3aw26nnerla4",
+        "custom/valory/prediction_langchain/0.1.0": "bafybeihzejroywsyxq7omxsdbwurawl3wtf7ptutag5s3cerflechzw2e4",
         "protocol/valory/acn_data_share/0.1.0": "bafybeih5ydonnvrwvy2ygfqgfabkr47s4yw3uqxztmwyfprulwfsoe7ipq",
         "protocol/valory/websocket_client/0.1.0": "bafybeifjk254sy65rna2k32kynzenutujwqndap2r222afvr3zezi27mx4",
         "contract/valory/agent_mech/0.1.0": "bafybeiah6b5epo2hlvzg5rr2cydgpp2waausoyrpnoarf7oa7bw33rex34",
diff --git a/packages/valory/customs/prediction_langchain/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
index 77fe8bda..b506e4d6 100644
--- a/packages/valory/customs/prediction_langchain/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -6,8 +6,8 @@ description: A mech tool that integrates langchain and langgraph
 license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
-  __init__.py: bafybeiunknownnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnn
-  langchain_request.py: bafybeiunknownnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnnn
+  __init__.py: bafybeid2llyk4lr55nmq3aubhnjy4pwskzb3dmvcn5z57geyy3lmua6fue
+  prediction_langchain.py: bafybeig5romqseag2fzi5ftid2pgazekrkixoqch7ggxagigiera7ew774
 fingerprint_ignore_patterns: []
 entry_point: prediction_langchain.py
 callable: run
@@ -21,4 +21,4 @@ dependencies:
   langgraph:
     version: ==0.0.55
   langchain_community:
-    version: ==0.2.1
\ No newline at end of file
+    version: ==0.2.1
diff --git a/packages/valory/customs/prepare_tx/component.yaml b/packages/valory/customs/prepare_tx/component.yaml
index 1905d641..d998e883 100644
--- a/packages/valory/customs/prepare_tx/component.yaml
+++ b/packages/valory/customs/prepare_tx/component.yaml
@@ -8,6 +8,7 @@ aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeieynbsr6aijx2totfi5iw6thjwgzko526zcs5plgvgrq2lufso2sy
   prepare_tx.py: bafybeiaqerbpkzbrmiovnqqfdnp24gnjfnyjtiqbr2bsm76mtzqgz75dzy
+  utils/agent/build_goal.py: bafybeif7kj2x362bhguey252op7bbaidcc7zarpgovqkgfiv5qqk7fizra
 fingerprint_ignore_patterns: []
 entry_point: prepare_tx.py
 callable: run

From a92810600f8de9af1e8aac2556e20378143c3cce Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 17:01:54 +0200
Subject: [PATCH 07/17] fix: ignore false positive leaks

---
 .gitleaksignore | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.gitleaksignore b/.gitleaksignore
index 7092a085..70587d59 100644
--- a/.gitleaksignore
+++ b/.gitleaksignore
@@ -130,4 +130,7 @@ a8dd503580f9dee27828d954000e5195a8231685:packages/valory/skills/task_submission_
 a8dd503580f9dee27828d954000e5195a8231685:packages/valory/skills/task_submission_abci/skill.yaml:generic-api-key:1574
 a8dd503580f9dee27828d954000e5195a8231685:packages/valory/skills/task_submission_abci/skill.yaml:generic-api-key:1575
 cefa30e1c946a42089bed80891eff51bad6b39a9:packages/valory/protocols/websocket_client/protocol.yaml:generic-api-key:18
-c73b5d88fe1a364d7b1168b3ad171da59e7a2eac:packages/valory/protocols/websocket_client/protocol.yaml:generic-api-key:18
\ No newline at end of file
+c73b5d88fe1a364d7b1168b3ad171da59e7a2eac:packages/valory/protocols/websocket_client/protocol.yaml:generic-api-key:18c0dee637e3d520b9706e91db197e859ca5fce23a:packages/valory/skills/task_execution/skill.yaml:generic-api-key:15
+3a080091883863f5b62d1dcfe030ec7577889f8c:packages/valory/skills/task_execution/skill.yaml:generic-api-key:15
+eecbf34a242377fb07d28230cf11ea43fb07de8d:packages/valory/skills/task_execution/skill.yaml:generic-api-key:15
+d7f9fd6ad8bcf9ea2bf14bf3de221971ddb56268:packages/valory/skills/task_execution/skill.yaml:generic-api-key:15

From c76e9b53f9b1f185b8228b6e18f58a96a8bde3f7 Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 17:03:19 +0200
Subject: [PATCH 08/17] fix: safety

---
 tox.ini | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tox.ini b/tox.ini
index c5d6f639..1e4cd519 100644
--- a/tox.ini
+++ b/tox.ini
@@ -184,7 +184,7 @@ skipsdist = True
 skip_install = True
 deps =
     tomte[safety]==0.2.15
-commands = safety check -i 37524 -i 38038 -i 37776 -i 38039 -i 39621 -i 40291 -i 39706 -i 41002 -i 51358 -i 51499
+commands = safety check -i 67599 -i 37524 -i 38038 -i 37776 -i 38039 -i 39621 -i 40291 -i 39706 -i 41002 -i 51358 -i 51499
 
 [testenv:darglint]
 skipsdist = True

From 1a2ca306ecd36019c955b3de68bb4bb0728643bf Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 17:19:41 +0200
Subject: [PATCH 09/17] fix: add key rotation

---
 packages/packages.json                        |  2 +-
 .../prediction_langchain/component.yaml       |  6 +-
 .../prediction_langchain.py                   | 58 ++++++++++++++++++-
 3 files changed, 63 insertions(+), 3 deletions(-)

diff --git a/packages/packages.json b/packages/packages.json
index 03aeede8..e1f2dcf8 100644
--- a/packages/packages.json
+++ b/packages/packages.json
@@ -22,7 +22,7 @@
         "custom/napthaai/prediction_request_reasoning_claude/0.1.0": "bafybeihtx2cejxoy42jwk2i5m4evfzz537aic5njuawxnzdzwlo63kdduq",
         "custom/napthaai/prediction_request_rag_claude/0.1.0": "bafybeickr32t7nmapuoymjyo3cf5rr2v2zapksxcivuqsgjr2gn6zo6y7y",
         "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeicrpk5oktsmr4bnk5flpkfqfwbcttq6n2oo742334d2iaixu6w5qa",
-        "custom/valory/prediction_langchain/0.1.0": "bafybeihzejroywsyxq7omxsdbwurawl3wtf7ptutag5s3cerflechzw2e4",
+        "custom/valory/prediction_langchain/0.1.0": "bafybeiciizb5gksg7mkd7ay3y5zh4q3vrekiitog6ugyfn2hzrjp6n6rpu",
         "protocol/valory/acn_data_share/0.1.0": "bafybeih5ydonnvrwvy2ygfqgfabkr47s4yw3uqxztmwyfprulwfsoe7ipq",
         "protocol/valory/websocket_client/0.1.0": "bafybeifjk254sy65rna2k32kynzenutujwqndap2r222afvr3zezi27mx4",
         "contract/valory/agent_mech/0.1.0": "bafybeiah6b5epo2hlvzg5rr2cydgpp2waausoyrpnoarf7oa7bw33rex34",
diff --git a/packages/valory/customs/prediction_langchain/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
index b506e4d6..67f05e11 100644
--- a/packages/valory/customs/prediction_langchain/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -7,7 +7,7 @@ license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeid2llyk4lr55nmq3aubhnjy4pwskzb3dmvcn5z57geyy3lmua6fue
-  prediction_langchain.py: bafybeig5romqseag2fzi5ftid2pgazekrkixoqch7ggxagigiera7ew774
+  prediction_langchain.py: bafybeibdbxivemuyofaik5ykpkvk7mccodffxn6picugpe7xh4ukx6uqre
 fingerprint_ignore_patterns: []
 entry_point: prediction_langchain.py
 callable: run
@@ -22,3 +22,7 @@ dependencies:
     version: ==0.0.55
   langchain_community:
     version: ==0.2.1
+  openai:
+    version: ==1.30.2
+  anthropic:
+    version: ==0.21.3
diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index 7c57b73c..5eca9267 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -21,7 +21,7 @@
 
 import getpass
 import os
-from typing import Annotated, Literal, Sequence, TypedDict, Optional, Tuple
+from typing import Annotated, Literal, Sequence, TypedDict, Optional, Tuple, Callable, Dict, Any
 from langchain_core.messages import (
     BaseMessage,
     ToolMessage,
@@ -36,11 +36,66 @@
 from langgraph.prebuilt import ToolNode
 import operator
 import functools
+import openai
+import anthropic
+import googleapiclient
 
 tavily_tool = TavilySearchResults(max_results=5)
 llm = ChatOpenAI(model="gpt-4-1106-preview")
 
 
+MechResponse = Tuple[str, Optional[str], Optional[Dict[str, Any]], Any, Any]
+
+
+def with_key_rotation(func: Callable):
+    @functools.wraps(func)
+    def wrapper(*args, **kwargs) -> MechResponse:
+        # this is expected to be a KeyChain object,
+        # although it is not explicitly typed as such
+        api_keys = kwargs["api_keys"]
+        retries_left: Dict[str, int] = api_keys.max_retries()
+
+        def execute() -> MechResponse:
+            """Retry the function with a new key."""
+            try:
+                result = func(*args, **kwargs)
+                return result + (api_keys, )
+            except anthropic.RateLimitError as e:
+                # try with a new key again
+                service = "anthropic"
+                if retries_left[service] <= 0:
+                    raise e
+                retries_left[service] -= 1
+                api_keys.rotate(service)
+                return execute()
+            except openai.RateLimitError as e:
+                # try with a new key again
+                if retries_left["openai"] <= 0 and retries_left["openrouter"] <= 0:
+                    raise e
+                retries_left["openai"] -= 1
+                retries_left["openrouter"] -= 1
+                api_keys.rotate("openai")
+                api_keys.rotate("openrouter")
+                return execute()
+            except googleapiclient.errors.HttpError as e:
+                # try with a new key again
+                rate_limit_exceeded_code = 429
+                if e.status_code != rate_limit_exceeded_code:
+                    raise e
+                service = "google_api_key"
+                if retries_left[service] <= 0:
+                    raise e
+                api_keys.rotate(service)
+                return execute()
+            except Exception as e:
+                return str(e), "", None, None, api_keys
+
+        mech_response = execute()
+        return mech_response
+
+    return wrapper
+
+
 def _set_if_undefined(var: str):
     "Set env vars"
     if not os.environ.get(var):
@@ -197,6 +252,7 @@ def error_response(msg: str) -> Tuple[str, None, None, None]:
     return msg, None, None, None
 
 
+@with_key_rotation
 def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
     """Run the langchain example."""
 

From 5edf52724501639843ff75e13ad545fe0275e667 Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Fri, 24 May 2024 17:23:36 +0200
Subject: [PATCH 10/17] fix: keychain

---
 packages/packages.json                                   | 2 +-
 .../valory/customs/prediction_langchain/component.yaml   | 2 +-
 .../customs/prediction_langchain/prediction_langchain.py | 9 +++++----
 3 files changed, 7 insertions(+), 6 deletions(-)

diff --git a/packages/packages.json b/packages/packages.json
index e1f2dcf8..e1246360 100644
--- a/packages/packages.json
+++ b/packages/packages.json
@@ -22,7 +22,7 @@
         "custom/napthaai/prediction_request_reasoning_claude/0.1.0": "bafybeihtx2cejxoy42jwk2i5m4evfzz537aic5njuawxnzdzwlo63kdduq",
         "custom/napthaai/prediction_request_rag_claude/0.1.0": "bafybeickr32t7nmapuoymjyo3cf5rr2v2zapksxcivuqsgjr2gn6zo6y7y",
         "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeicrpk5oktsmr4bnk5flpkfqfwbcttq6n2oo742334d2iaixu6w5qa",
-        "custom/valory/prediction_langchain/0.1.0": "bafybeiciizb5gksg7mkd7ay3y5zh4q3vrekiitog6ugyfn2hzrjp6n6rpu",
+        "custom/valory/prediction_langchain/0.1.0": "bafybeih5ek2bhmgenvv4n3utodyym2j2uabpyb32mznetr7p3pb4inkfgi",
         "protocol/valory/acn_data_share/0.1.0": "bafybeih5ydonnvrwvy2ygfqgfabkr47s4yw3uqxztmwyfprulwfsoe7ipq",
         "protocol/valory/websocket_client/0.1.0": "bafybeifjk254sy65rna2k32kynzenutujwqndap2r222afvr3zezi27mx4",
         "contract/valory/agent_mech/0.1.0": "bafybeiah6b5epo2hlvzg5rr2cydgpp2waausoyrpnoarf7oa7bw33rex34",
diff --git a/packages/valory/customs/prediction_langchain/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
index 67f05e11..a4c94937 100644
--- a/packages/valory/customs/prediction_langchain/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -7,7 +7,7 @@ license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeid2llyk4lr55nmq3aubhnjy4pwskzb3dmvcn5z57geyy3lmua6fue
-  prediction_langchain.py: bafybeibdbxivemuyofaik5ykpkvk7mccodffxn6picugpe7xh4ukx6uqre
+  prediction_langchain.py: bafybeihlzqmzetycnkf7zcamwti5qqc74snchlssd35nxwf5k6ychxe6pi
 fingerprint_ignore_patterns: []
 entry_point: prediction_langchain.py
 callable: run
diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index 5eca9267..96987097 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -39,6 +39,7 @@
 import openai
 import anthropic
 import googleapiclient
+from packages.valory.skills.task_execution.utils.apis import KeyChain
 
 tavily_tool = TavilySearchResults(max_results=5)
 llm = ChatOpenAI(model="gpt-4-1106-preview")
@@ -293,10 +294,10 @@ def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
 if __name__ == "__main__":
     """Main"""
 
-    api_keys = {
-        "openai": os.environ["OPENAI_API_KEY"],
-        "tavily": os.environ["TAVILY_API_KEY"]
-    }
+    api_keys = KeyChain({
+        "openai": [os.environ["OPENAI_API_KEY"]],
+        "tavily": [os.environ["TAVILY_API_KEY"]]
+    })
 
     response = run(
         topic="consumer technology",

From f136c3b1fb1643aadf86b36e560a3e43b1940941 Mon Sep 17 00:00:00 2001
From: Adamantios <adamantios.zaras@valory.xyz>
Date: Tue, 28 May 2024 18:15:19 +0300
Subject: [PATCH 11/17] feat: return probabilities, confidence and info utility

---
 .../prediction_langchain.py                   | 119 ++++++++++--------
 1 file changed, 66 insertions(+), 53 deletions(-)

diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index 96987097..f77a1aa1 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -21,13 +21,10 @@
 
 import getpass
 import os
-from typing import Annotated, Literal, Sequence, TypedDict, Optional, Tuple, Callable, Dict, Any
-from langchain_core.messages import (
-    BaseMessage,
-    ToolMessage,
-    HumanMessage,
-    AIMessage
-)
+from typing import Annotated, Literal, Sequence, Optional, Tuple, Callable, Dict, Any
+
+from googleapiclient.errors import HttpError as GoogleAPIHttpError
+from langchain_core.messages import BaseMessage, ToolMessage, HumanMessage, AIMessage
 from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
 from langgraph.graph import END, StateGraph
 from langchain_community.tools.tavily_search import TavilySearchResults
@@ -38,12 +35,8 @@
 import functools
 import openai
 import anthropic
-import googleapiclient
 from packages.valory.skills.task_execution.utils.apis import KeyChain
 
-tavily_tool = TavilySearchResults(max_results=5)
-llm = ChatOpenAI(model="gpt-4-1106-preview")
-
 
 MechResponse = Tuple[str, Optional[str], Optional[Dict[str, Any]], Any, Any]
 
@@ -60,7 +53,7 @@ def execute() -> MechResponse:
             """Retry the function with a new key."""
             try:
                 result = func(*args, **kwargs)
-                return result + (api_keys, )
+                return result + (api_keys,)
             except anthropic.RateLimitError as e:
                 # try with a new key again
                 service = "anthropic"
@@ -78,7 +71,7 @@ def execute() -> MechResponse:
                 api_keys.rotate("openai")
                 api_keys.rotate("openrouter")
                 return execute()
-            except googleapiclient.errors.HttpError as e:
+            except GoogleAPIHttpError as e:
                 # try with a new key again
                 rate_limit_exceeded_code = 429
                 if e.status_code != rate_limit_exceeded_code:
@@ -98,33 +91,50 @@ def execute() -> MechResponse:
 
 
 def _set_if_undefined(var: str):
-    "Set env vars"
+    """Set env vars"""
     if not os.environ.get(var):
         os.environ[var] = getpass.getpass(f"Please provide your {var}")
 
 
-def create_agent(llm, tools, system_message: str):
+def create_agent(tools, system_message: str):
     """Create an agent."""
     prompt = ChatPromptTemplate.from_messages(
         [
             (
                 "system",
-                "You are a helpful AI assistant, collaborating with other assistants."
-                " Use the provided tools to progress towards answering the question."
-                " If you are unable to fully answer, that's OK, another assistant with different tools "
-                " will help where you left off. Execute what you can to make progress."
-                " If you or any of the other assistants have the final answer or deliverable,"
-                " prefix your response with FINAL ANSWER so the team knows to stop."
-                "* Your final answer must start with FINAL ANSWER and be followed by a JSON object to be parsed by Python's json.loads()."
-                '* The JSON must contain just one field: "response" which value can only be "yes" or "no".'
-                "* Output only the FINAL ANSWER and the JSON object. Do not include any other contents in your response."
-                " You have access to the following tools: {tool_names}.\n{system_message}",
+                """
+                You are a helpful AI assistant, collaborating with other assistants.
+                Use the provided tools to progress towards answering the question.
+                If you are unable to fully answer, that's OK, another assistant with different tools 
+                will help where you left off. Execute what you can to make progress.
+                If you or any of the other assistants have the final answer or deliverable,
+                prefix your response with FINAL ANSWER so the team knows to stop.
+                Your final answer must start with FINAL ANSWER and be followed by a JSON object to be parsed by Python's `json.loads()`.
+                Your output response must be only a single JSON object to be parsed by Python's "json.loads()".
+                The JSON must contain four fields: "p_yes", "p_no", "confidence", and "info_utility".
+                Output only the FINAL ANSWER and the JSON object. Do not include any other contents in your response.
+                Each item in the JSON must have a value between 0 and 1.
+                   - "p_yes": Estimated probability that the event in the "USER_PROMPT" occurs.
+                   - "p_no": Estimated probability that the event in the "USER_PROMPT" does not occur.
+                   - "confidence": A value between 0 and 1 indicating the confidence in the prediction. 
+                     0 indicates lowest confidence value; 1 maximum confidence value.
+                   - "info_utility": Utility of the information provided in "ADDITIONAL_INFORMATION" to help you 
+                     make the prediction. 0 indicates lowest utility; 1 maximum utility.
+                The sum of "p_yes" and "p_no" must equal 1.
+                You must provide your response in the format specified below:
+                   - This is incorrect:"```json{{\n  \"p_yes\": 0.2,\n  \"p_no\": 0.8,\n  \"confidence\": 0.7,\n  \"info_utility\": 0.5\n}}```"
+                   - This is incorrect:```json"{{\n  \"p_yes\": 0.2,\n  \"p_no\": 0.8,\n  \"confidence\": 0.7,\n  \"info_utility\": 0.5\n}}"```
+                   - This is incorrect: Based on the search results: "{{\n  \"p_yes\": 0.2,\n  \"p_no\": 0.8,\n  \"confidence\": 0.7,\n  \"info_utility\": 0.5\n}}"
+                   - This is correct:"{{\n  \"p_yes\": 0.2,\n  \"p_no\": 0.8,\n  \"confidence\": 0.7,\n  \"info_utility\": 0.5\n}}"
+                You have access to the following tools: {tool_names}.\n{system_message}
+                """,
             ),
             MessagesPlaceholder(variable_name="messages"),
         ]
     )
     prompt = prompt.partial(system_message=system_message)
     prompt = prompt.partial(tool_names=", ".join([tool.name for tool in tools]))
+    llm = ChatOpenAI(model="gpt-4-1106-preview", temperature=0.1)
     return prompt | llm.bind_tools(tools)
 
 
@@ -146,7 +156,7 @@ def agent_node(state, agent, name):
     return {
         "messages": [result],
         # Since we have a strict workflow, we can
-        # track the sender so we know who to pass to next.
+        # track the sender, so we know who to pass to next.
         "sender": name,
     }
 
@@ -164,25 +174,28 @@ def router(state) -> Literal["call_tool", "__end__", "continue"]:
     return "continue"
 
 
-
 def run_langgraph(topic: str, timeframe: str, question: str) -> Tuple[str, str]:
     """Run langgraph"""
 
+    tavily_tool = TavilySearchResults(max_results=5)
+
     # Create research agent and node
     research_agent = create_agent(
-        llm,
         [tavily_tool],
         system_message="You should provide accurate data for the data_analyzer to use.",
     )
-    research_node = functools.partial(agent_node, agent=research_agent, name="researcher")
+    research_node = functools.partial(
+        agent_node, agent=research_agent, name="researcher"
+    )
 
     # Create data_analyzer agent and node
     analyzer_agent = create_agent(
-        llm,
         [tavily_tool],
-        system_message="You should analyze the data you've been provided with and decide whether an event is more likely to happen or not."
+        system_message="You should analyze the data you've been provided with and decide whether an event is more likely to happen or not.",
+    )
+    analyzer_node = functools.partial(
+        agent_node, agent=analyzer_agent, name="data_analyzer"
     )
-    analyzer_node = functools.partial(agent_node, agent=analyzer_agent, name="data_analyzer")
 
     # Tools
     tools = [tavily_tool]
@@ -224,26 +237,26 @@ def run_langgraph(topic: str, timeframe: str, question: str) -> Tuple[str, str]:
     prompt = (
         f"Fetch data and news about {topic} over the {timeframe},"
         f" then ask the question: {question}"
-        " Once you have an answer, finish."
+        " Once you have an answer, finish. Remember to only output a single JSON object, parseable by `json.loads` in Python, and no extra text."
     )
 
     events = graph.stream(
         {
-            "messages": [
-                HumanMessage(
-                    content=prompt
-                )
-            ],
+            "messages": [HumanMessage(content=prompt)],
         },
         # Maximum number of steps to take in the graph
-        {"recursion_limit": 150},
+        {"recursion_limit": 300},
     )
 
     # Generator to list
     event_list = [e for e in events]
 
     # Response is the last message from the last event
-    response = event_list[-1]["researcher"]["messages"][-1].content.replace("FINAL ANSWER", "").strip()
+    response = (
+        event_list[-1]["researcher"]["messages"][-1]
+        .content.replace("FINAL ANSWER", "")
+        .strip()
+    )
 
     return response, prompt
 
@@ -258,9 +271,9 @@ def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
     """Run the langchain example."""
 
     # Process the kwargs
-    topic = kwargs.get("topic", None)
-    timeframe = kwargs.get("topic", None)
-    question = kwargs.get("question", None)
+    topic: Optional[str] = kwargs.get("topic", None)
+    timeframe: Optional[str] = kwargs.get("topic", None)
+    question: Optional[str] = kwargs.get("question", None)
     openai_api_key = kwargs.get("api_keys", {}).get("openai", None)
     tavily_api_key = kwargs.get("api_keys", {}).get("tavily", None)
 
@@ -292,17 +305,17 @@ def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
 
 
 if __name__ == "__main__":
-    """Main"""
-
-    api_keys = KeyChain({
-        "openai": [os.environ["OPENAI_API_KEY"]],
-        "tavily": [os.environ["TAVILY_API_KEY"]]
-    })
+    api_keys = KeyChain(
+        {
+            "openai": [os.environ["OPENAI_API_KEY"]],
+            "tavily": [os.environ["TAVILY_API_KEY"]],
+        }
+    )
 
-    response = run(
+    result = run(
         topic="consumer technology",
         timeframe="past month",
-        question="will Apple will unveil a new Iphone before the end of 2024?",
-        api_keys=api_keys
+        question="Will Apple unveil a new Iphone before the end of 2024?",
+        api_keys=api_keys,
     )
-    print(response)
\ No newline at end of file
+    print(result)

From 473cfc44b3f89239025fd6886be1164fc1d67429 Mon Sep 17 00:00:00 2001
From: Ardian <ardianabazi09@gmail.com>
Date: Tue, 28 May 2024 21:31:54 +0200
Subject: [PATCH 12/17] chore: bump mech deps

---
 .../prediction_sum_url_content/component.yaml |  4 +-
 .../prediction_request_rag/component.yaml     |  4 +-
 .../component.yaml                            |  4 +-
 .../component.yaml                            |  4 +-
 .../customs/prediction_url_cot/component.yaml |  2 +-
 .../resolve_market_reasoning/component.yaml   |  4 +-
 .../prediction_request_sme/component.yaml     |  4 +-
 .../sme_generation_request/component.yaml     |  4 +-
 packages/packages.json                        | 48 +++++++++----------
 .../component.yaml                            |  6 +--
 .../optimization_by_prompting/component.yaml  |  4 +-
 packages/valory/agents/mech/aea-config.yaml   | 24 ++++++----
 .../native_transfer_request/component.yaml    |  4 +-
 .../customs/openai_request/component.yaml     |  4 +-
 .../prediction_langchain/component.yaml       |  2 +-
 .../customs/prediction_request/component.yaml |  4 +-
 .../component.yaml                            |  4 +-
 .../valory/customs/prepare_tx/component.yaml  |  3 +-
 .../customs/resolve_market/component.yaml     |  2 +-
 .../stability_ai_request/component.yaml       |  2 +-
 packages/valory/services/mech/service.yaml    |  2 +-
 packages/valory/skills/mech_abci/skill.yaml   |  4 +-
 .../skills/subscription_abci/skill.yaml       |  2 +-
 .../valory/skills/task_execution/skill.yaml   |  4 +-
 .../skills/task_submission_abci/skill.yaml    |  2 +-
 tox.ini                                       |  1 +
 26 files changed, 80 insertions(+), 72 deletions(-)

diff --git a/packages/jhehemann/customs/prediction_sum_url_content/component.yaml b/packages/jhehemann/customs/prediction_sum_url_content/component.yaml
index 86e3191b..c4dc2b6c 100644
--- a/packages/jhehemann/customs/prediction_sum_url_content/component.yaml
+++ b/packages/jhehemann/customs/prediction_sum_url_content/component.yaml
@@ -25,11 +25,11 @@ dependencies:
   faiss-cpu:
     version: ==1.7.4
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   markdownify:
     version: ==0.11.6
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   docstring-parser:
     version: ==0.15
   readability-lxml:
diff --git a/packages/napthaai/customs/prediction_request_rag/component.yaml b/packages/napthaai/customs/prediction_request_rag/component.yaml
index dabc7c90..9792a9a5 100644
--- a/packages/napthaai/customs/prediction_request_rag/component.yaml
+++ b/packages/napthaai/customs/prediction_request_rag/component.yaml
@@ -26,13 +26,13 @@ dependencies:
   anthropic:
     version: ==0.21.3
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   pydantic:
     version: '>=1.9.0,<3'
   faiss-cpu:
     version: ==1.7.4
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   docstring-parser:
     version: ==0.15
   pypdf2:
diff --git a/packages/napthaai/customs/prediction_request_rag_cohere/component.yaml b/packages/napthaai/customs/prediction_request_rag_cohere/component.yaml
index a46b41ec..bf348784 100644
--- a/packages/napthaai/customs/prediction_request_rag_cohere/component.yaml
+++ b/packages/napthaai/customs/prediction_request_rag_cohere/component.yaml
@@ -27,13 +27,13 @@ dependencies:
   anthropic:
     version: ==0.21.3
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   pydantic:
     version: '>=1.9.0,<3'
   faiss-cpu:
     version: ==1.7.4
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   docstring-parser:
     version: ==0.15
   pypdf2:
diff --git a/packages/napthaai/customs/prediction_request_reasoning/component.yaml b/packages/napthaai/customs/prediction_request_reasoning/component.yaml
index d281e453..e2a69296 100644
--- a/packages/napthaai/customs/prediction_request_reasoning/component.yaml
+++ b/packages/napthaai/customs/prediction_request_reasoning/component.yaml
@@ -24,9 +24,9 @@ dependencies:
   readability-lxml:
     version: ==0.8.1
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   pypdf2:
     version: ==3.0.1
   numpy:
diff --git a/packages/napthaai/customs/prediction_url_cot/component.yaml b/packages/napthaai/customs/prediction_url_cot/component.yaml
index b13863b3..1413b4f5 100644
--- a/packages/napthaai/customs/prediction_url_cot/component.yaml
+++ b/packages/napthaai/customs/prediction_url_cot/component.yaml
@@ -26,7 +26,7 @@ dependencies:
   anthropic:
     version: ==0.21.3
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   pypdf2:
     version: ==3.0.1
   numpy:
diff --git a/packages/napthaai/customs/resolve_market_reasoning/component.yaml b/packages/napthaai/customs/resolve_market_reasoning/component.yaml
index 73e2eb96..e7ad55a3 100644
--- a/packages/napthaai/customs/resolve_market_reasoning/component.yaml
+++ b/packages/napthaai/customs/resolve_market_reasoning/component.yaml
@@ -22,11 +22,11 @@ dependencies:
   faiss-cpu:
     version: ==1.7.4
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   markdownify:
     version: ==0.11.6
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   docstring-parser:
     version: ==0.15
   readability-lxml:
diff --git a/packages/nickcom007/customs/prediction_request_sme/component.yaml b/packages/nickcom007/customs/prediction_request_sme/component.yaml
index f5167ed2..43c390ea 100644
--- a/packages/nickcom007/customs/prediction_request_sme/component.yaml
+++ b/packages/nickcom007/customs/prediction_request_sme/component.yaml
@@ -21,10 +21,10 @@ dependencies:
   googlesearch-python:
     version: ==1.2.3
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   readability-lxml:
     version: ==0.8.1
   markdownify:
     version: ==0.11.6
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
diff --git a/packages/nickcom007/customs/sme_generation_request/component.yaml b/packages/nickcom007/customs/sme_generation_request/component.yaml
index 3a2fdf1f..06825622 100644
--- a/packages/nickcom007/customs/sme_generation_request/component.yaml
+++ b/packages/nickcom007/customs/sme_generation_request/component.yaml
@@ -14,7 +14,7 @@ entry_point: sme_generation_request.py
 callable: run
 dependencies:
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   requests: {}
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
diff --git a/packages/packages.json b/packages/packages.json
index e1246360..c7aafe14 100644
--- a/packages/packages.json
+++ b/packages/packages.json
@@ -1,28 +1,28 @@
 {
     "dev": {
-        "custom/valory/native_transfer_request/0.1.0": "bafybeic54urmlqx5p4qyiol3k5hwrqo2ppdqn5ndh3uctp7t4a5so2lome",
+        "custom/valory/native_transfer_request/0.1.0": "bafybeiaw7u67djaigj6im76nkkmowxmuu6a53grojetgotkexqivmkzzym",
         "custom/valory/prediction_request_claude/0.1.0": "bafybeia74qg6simxsc5qdoi3brfu3slo3fjbkto4x2t4pv7hx4tyc7qrfa",
-        "custom/valory/openai_request/0.1.0": "bafybeicyxa7u6uco6dww53vv5psyiuh4kpb6m2nv2wf2ule6cdfxgvynsu",
-        "custom/valory/prediction_request_embedding/0.1.0": "bafybeigdniwz4sfr5nkgymsiccjbynhxnwx6y2kjlz3jxbl6mhh32hzfsq",
-        "custom/valory/resolve_market/0.1.0": "bafybeidbxclxlilit4afqpynj4vcrzn4ho4bnesipa2daoia7ducjkdtly",
-        "custom/valory/prediction_request/0.1.0": "bafybeigi6bt4zqse43mtg7pzwufn3j7slwib6tqb47o7slk3booz5hb7wy",
-        "custom/valory/stability_ai_request/0.1.0": "bafybeiaplvtpxnvfic6qcj4foayvdb6zvqpajs2yul3iqu2rqckvhy4aay",
-        "custom/polywrap/prediction_with_research_report/0.1.0": "bafybeigc2ezri2h7r7gskclqerrqrjyjtu7nqo3u3ltgh53wozqk3eincu",
-        "custom/jhehemann/prediction_sum_url_content/0.1.0": "bafybeiarzzhs3k2ki3d3lvvg6newthvfln2z62cgpcien6aihixwyso5au",
-        "custom/psouranis/optimization_by_prompting/0.1.0": "bafybeiaaewlb3tyaewxs44bnqyftxibgazk52uwpwhtdw7tfpa2rs2jwym",
-        "custom/nickcom007/sme_generation_request/0.1.0": "bafybeic54tcrywxp7nhtgimfuqlrcxulmc7x3lwafbrl5hains4nbtbk4a",
-        "custom/nickcom007/prediction_request_sme/0.1.0": "bafybeic2hbuabyrwpno7tv2lfbmbtpfynxs5jrj3jxqy2bchgpn225duo4",
-        "custom/napthaai/resolve_market_reasoning/0.1.0": "bafybeihehqjtlb2zljznnj4xojklxzqq2dzagwsf6q7fm7k3vrc4iajjdq",
-        "custom/napthaai/prediction_request_rag/0.1.0": "bafybeih6242jgwsc6mzbckg4uyyrcrobhwlavfkrplsmnxbdp6opp7bl5u",
-        "custom/napthaai/prediction_request_reasoning/0.1.0": "bafybeielv5npp5zcpuyqencsldfl3beqs77xkfgzdcywkxinkjrhqdrpbm",
-        "custom/valory/prepare_tx/0.1.0": "bafybeiffsslbcokga7hpzuzcbqmp442xhmybzh7wnahll2lai6rrdcpkju",
+        "custom/valory/openai_request/0.1.0": "bafybeieqmhtwnfsed36ew6jx7t7v6xjdplasq64xezxkuitocekcypl2tu",
+        "custom/valory/prediction_request_embedding/0.1.0": "bafybeiawgll4kiydec3432z3gljw62lkpcsqynrpymnjg6ihjxetapfc34",
+        "custom/valory/resolve_market/0.1.0": "bafybeidkrbhhvepls6rd3lnq227raeao2m46fdnpczzqboxk5qrlyxxnne",
+        "custom/valory/prediction_request/0.1.0": "bafybeid5khedagfvqjoktiz453k66cpfqrb6sqj2gc5vcxlj5m3bvi5ns4",
+        "custom/valory/stability_ai_request/0.1.0": "bafybeihkgiz7brwnfcindpxsnwiockxiayx5hb6spoc26kj5kg7e3si55e",
+        "custom/polywrap/prediction_with_research_report/0.1.0": "bafybeigkukdsmzxcfwdvcskyghojybgtv2wtqcfhjql6s5tpzcnciw4xne",
+        "custom/jhehemann/prediction_sum_url_content/0.1.0": "bafybeid7hov4vqshjofbatr4m3bzcvxw72pzjoru3kxq73epjjeb7kkcbe",
+        "custom/psouranis/optimization_by_prompting/0.1.0": "bafybeidsv6v5sba77uxcy3qb2q5dr7p7z7qxscvxrkwa6ir2yvrhkxj56a",
+        "custom/nickcom007/sme_generation_request/0.1.0": "bafybeianztb2iopvrorjwpbhja4bvgevihviac3iuzw3kdwyggdci6a62y",
+        "custom/nickcom007/prediction_request_sme/0.1.0": "bafybeifls2i3p72ylu7ujfikvacveedbtzjykkl3ksm4et426eejyw7ygu",
+        "custom/napthaai/resolve_market_reasoning/0.1.0": "bafybeib3qhsvr6mgss25gr52v3it6yh6b5r5ynzs4lmbj775yhizdnhjo4",
+        "custom/napthaai/prediction_request_rag/0.1.0": "bafybeie4z76wbnbvbsvborhrgeerbedtwxi3p2by7z3wyjhauwxwfgdaoa",
+        "custom/napthaai/prediction_request_reasoning/0.1.0": "bafybeienoldwps2x4qwrpuah5aaxkvk7zqwzmyhyvyl7ktmiosbcpsuki4",
+        "custom/valory/prepare_tx/0.1.0": "bafybeigo2yvfh63u6hdqufghng7flqesu76n7s5fchprndmjmdb3hqvyau",
         "custom/valory/short_maker/0.1.0": "bafybeif63rt4lkopu3rc3l7sg6tebrrwg2lxqufjx6dx4hoda5yzax43fa",
-        "custom/napthaai/prediction_url_cot/0.1.0": "bafybeibasb3rwn5xsta577vjcwaxm5t3jsaidzzeboibh2oeuwdpxn2evi",
+        "custom/napthaai/prediction_url_cot/0.1.0": "bafybeidu65l6abhfnxmeite6magzf6rqhmyyj427g3rtwms2oh5u5sc2eq",
         "custom/napthaai/prediction_url_cot_claude/0.1.0": "bafybeicbjywni5hx5ssoiv6tnnjbqzsck6cmtsdpr6m562z6afogz5eh44",
         "custom/napthaai/prediction_request_reasoning_claude/0.1.0": "bafybeihtx2cejxoy42jwk2i5m4evfzz537aic5njuawxnzdzwlo63kdduq",
         "custom/napthaai/prediction_request_rag_claude/0.1.0": "bafybeickr32t7nmapuoymjyo3cf5rr2v2zapksxcivuqsgjr2gn6zo6y7y",
-        "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeicrpk5oktsmr4bnk5flpkfqfwbcttq6n2oo742334d2iaixu6w5qa",
-        "custom/valory/prediction_langchain/0.1.0": "bafybeih5ek2bhmgenvv4n3utodyym2j2uabpyb32mznetr7p3pb4inkfgi",
+        "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeihh26kwgqkzojd4zastto5mgod7o7esll4f4icurvwumvwuzmosrm",
+        "custom/valory/prediction_langchain/0.1.0": "bafybeifnrjoruyywq7l2ybcpcd2wgphiqfgvn32z6mscgb4k257t4jtjmm",
         "protocol/valory/acn_data_share/0.1.0": "bafybeih5ydonnvrwvy2ygfqgfabkr47s4yw3uqxztmwyfprulwfsoe7ipq",
         "protocol/valory/websocket_client/0.1.0": "bafybeifjk254sy65rna2k32kynzenutujwqndap2r222afvr3zezi27mx4",
         "contract/valory/agent_mech/0.1.0": "bafybeiah6b5epo2hlvzg5rr2cydgpp2waausoyrpnoarf7oa7bw33rex34",
@@ -30,13 +30,13 @@
         "contract/valory/hash_checkpoint/0.1.0": "bafybeicbycr6rxods7sg3f2qlhgkjqrbh7kymmy2yw7bewxdwjyp7ibtg4",
         "connection/valory/websocket_client/0.1.0": "bafybeic4ag3gqc7kd3k2o3pucddj2odck5yrfbgmwh5veqny7zao5qayli",
         "skill/valory/contract_subscription/0.1.0": "bafybeiefuemlp75obgpxrp6iuleb3hn6vcviwh5oetk5djbuprf4xsmgjy",
-        "skill/valory/mech_abci/0.1.0": "bafybeicyyz3nq6zs4ovns5jwlhr7nszusdivh32pxzxnpsa3i4mbxsm25i",
-        "skill/valory/task_submission_abci/0.1.0": "bafybeiaa6fby75jusdz55ufy6x3td7bz2feh5bpwyipfy2nrnzpzrqrb3y",
-        "skill/valory/task_execution/0.1.0": "bafybeifhxjsvzwbb3zrfvx5orczapkzxq2kh5sa3w6ptq2dfs6ooinm5me",
+        "skill/valory/mech_abci/0.1.0": "bafybeicvbtbmtdps7lsbsutojiic4sam3jmi3prev5u22tps6pxy4du7nq",
+        "skill/valory/task_submission_abci/0.1.0": "bafybeihvvp6ovstb7po7kx6o7dno6kvjmffnmlerfw6qxhhzyrxmktd67e",
+        "skill/valory/task_execution/0.1.0": "bafybeic27brlpaamu3gfmdribywjvjyzxz2evqneh3e2kb3karubllz6xi",
         "skill/valory/websocket_client/0.1.0": "bafybeif7rrvsu6z4evqkhblxj3u6wwv2eqou576hgkyoehxuj7cntw7o2m",
-        "skill/valory/subscription_abci/0.1.0": "bafybeig2vey5dxykpsojovlxw6f5o333f7kgmjyghmlu3yc5or5m4twqey",
-        "agent/valory/mech/0.1.0": "bafybeihlred6ux6ilhc2eevz5z4qmbgtehs2n3eg5homcmnqzbu7byzy3u",
-        "service/valory/mech/0.1.0": "bafybeie4ilpbm4mdd2k7h4efladnlmiveeqrkp5t2vkuqhftsloto2pr7y"
+        "skill/valory/subscription_abci/0.1.0": "bafybeihtortmv4fqua5wrnshpnvqsbpaf52frwynrmpuv2uw5j7wkauhze",
+        "agent/valory/mech/0.1.0": "bafybeid2hlmwtoze3xhhqqayisdg6xzxzgf42zw7hccdaszur7qfgp5vu4",
+        "service/valory/mech/0.1.0": "bafybeibr425raoxalifrnspyph4r2u2ilijlvdm3yexxuzsmwzyx7vlica"
     },
     "third_party": {
         "protocol/valory/default/1.0.0": "bafybeifqcqy5hfbnd7fjv4mqdjrtujh2vx3p2xhe33y67zoxa6ph7wdpaq",
diff --git a/packages/polywrap/customs/prediction_with_research_report/component.yaml b/packages/polywrap/customs/prediction_with_research_report/component.yaml
index 3a8eb070..1c0fd5e9 100644
--- a/packages/polywrap/customs/prediction_with_research_report/component.yaml
+++ b/packages/polywrap/customs/prediction_with_research_report/component.yaml
@@ -17,9 +17,9 @@ dependencies:
     version: ==0.0.303
   requests: {}
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   tavily-python:
-    version: ==0.3.0
+    version: ==0.3.3
   pydantic:
     version: '>=1.9.0,<3'
   beautifulsoup4:
@@ -27,6 +27,6 @@ dependencies:
   markdownify:
     version: ==0.11.6
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   chromadb:
     version: ==0.4.13
diff --git a/packages/psouranis/customs/optimization_by_prompting/component.yaml b/packages/psouranis/customs/optimization_by_prompting/component.yaml
index f39333da..95c94c76 100644
--- a/packages/psouranis/customs/optimization_by_prompting/component.yaml
+++ b/packages/psouranis/customs/optimization_by_prompting/component.yaml
@@ -24,11 +24,11 @@ dependencies:
   faiss-cpu:
     version: ==1.7.4
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   markdownify:
     version: ==0.11.6
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   docstring-parser:
     version: ==0.15
   readability-lxml:
diff --git a/packages/valory/agents/mech/aea-config.yaml b/packages/valory/agents/mech/aea-config.yaml
index c6804e9a..99e12ab4 100644
--- a/packages/valory/agents/mech/aea-config.yaml
+++ b/packages/valory/agents/mech/aea-config.yaml
@@ -38,12 +38,12 @@ skills:
 - valory/abstract_abci:0.1.0:bafybeihat4giyc4bz6zopvahcj4iw53356pbtwfn7p4d5yflwly2qhahum
 - valory/abstract_round_abci:0.1.0:bafybeih3enhagoql7kzpeyzzu2scpkif6y3ubakpralfnwxcvxexdyvy5i
 - valory/contract_subscription:0.1.0:bafybeiefuemlp75obgpxrp6iuleb3hn6vcviwh5oetk5djbuprf4xsmgjy
-- valory/mech_abci:0.1.0:bafybeicyyz3nq6zs4ovns5jwlhr7nszusdivh32pxzxnpsa3i4mbxsm25i
+- valory/mech_abci:0.1.0:bafybeicvbtbmtdps7lsbsutojiic4sam3jmi3prev5u22tps6pxy4du7nq
 - valory/registration_abci:0.1.0:bafybeiek7zcsxbucjwzgqfftafhfrocvc7q4yxllh2q44jeemsjxg3rcfm
 - valory/reset_pause_abci:0.1.0:bafybeidw4mbx3os3hmv7ley7b3g3gja7ydpitr7mxbjpwzxin2mzyt5yam
-- valory/subscription_abci:0.1.0:bafybeig2vey5dxykpsojovlxw6f5o333f7kgmjyghmlu3yc5or5m4twqey
-- valory/task_execution:0.1.0:bafybeifhxjsvzwbb3zrfvx5orczapkzxq2kh5sa3w6ptq2dfs6ooinm5me
-- valory/task_submission_abci:0.1.0:bafybeiaa6fby75jusdz55ufy6x3td7bz2feh5bpwyipfy2nrnzpzrqrb3y
+- valory/subscription_abci:0.1.0:bafybeihtortmv4fqua5wrnshpnvqsbpaf52frwynrmpuv2uw5j7wkauhze
+- valory/task_execution:0.1.0:bafybeic27brlpaamu3gfmdribywjvjyzxz2evqneh3e2kb3karubllz6xi
+- valory/task_submission_abci:0.1.0:bafybeihvvp6ovstb7po7kx6o7dno6kvjmffnmlerfw6qxhhzyrxmktd67e
 - valory/termination_abci:0.1.0:bafybeihq6qtbwt6i53ayqym63vhjexkcppy26gguzhhjqywfmiuqghvv44
 - valory/transaction_settlement_abci:0.1.0:bafybeigtzlk4uakmd54rxnznorcrstsr52kta474lgrnvx5ovr546vj7sq
 - valory/websocket_client:0.1.0:bafybeif7rrvsu6z4evqkhblxj3u6wwv2eqou576hgkyoehxuj7cntw7o2m
@@ -89,8 +89,6 @@ dependencies:
     version: ==1.2.3
   hypothesis:
     version: ==6.21.6
-  langchain:
-    version: ==0.0.303
   open-aea-ledger-ethereum:
     version: ==1.50.0
   pandas:
@@ -102,7 +100,7 @@ dependencies:
   spacy:
     version: ==3.7.2
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   fastapi:
     version: ==0.110.3
   typer:
@@ -118,7 +116,7 @@ dependencies:
   pypdf2:
     version: ==3.0.1
   tavily-python:
-    version: ==0.3.0
+    version: ==0.3.3
   chromadb:
     version: ==0.4.13
   markdownify:
@@ -127,6 +125,16 @@ dependencies:
     version: ==1.0.3
   replicate:
     version: ==0.15.7
+  langchain:
+    version: ==0.2.1
+  langchain-core:
+    version: ==0.2.1
+  langchain-openai:
+    version: ==0.1.7
+  langgraph:
+    version: ==0.0.55
+  langchain-community:
+    version: ==0.2.1
 default_connection: null
 ---
 public_id: valory/websocket_client:0.1.0:bafybeiexove4oqyhoae5xmk2hilskthosov5imdp65olpgj3cfrepbouyy
diff --git a/packages/valory/customs/native_transfer_request/component.yaml b/packages/valory/customs/native_transfer_request/component.yaml
index f3b815af..121dad18 100644
--- a/packages/valory/customs/native_transfer_request/component.yaml
+++ b/packages/valory/customs/native_transfer_request/component.yaml
@@ -13,6 +13,6 @@ entry_point: native_transfer_request.py
 callable: run
 dependencies:
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
diff --git a/packages/valory/customs/openai_request/component.yaml b/packages/valory/customs/openai_request/component.yaml
index 3145647b..ec4ea101 100644
--- a/packages/valory/customs/openai_request/component.yaml
+++ b/packages/valory/customs/openai_request/component.yaml
@@ -13,6 +13,6 @@ entry_point: openai_request.py
 callable: run
 dependencies:
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
diff --git a/packages/valory/customs/prediction_langchain/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
index a4c94937..c6fb974b 100644
--- a/packages/valory/customs/prediction_langchain/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -7,7 +7,7 @@ license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeid2llyk4lr55nmq3aubhnjy4pwskzb3dmvcn5z57geyy3lmua6fue
-  prediction_langchain.py: bafybeihlzqmzetycnkf7zcamwti5qqc74snchlssd35nxwf5k6ychxe6pi
+  prediction_langchain.py: bafybeidfhucgtmty67iq6hasxhdvryeovcxc6bmvfq3fxobeusnkfsfz44
 fingerprint_ignore_patterns: []
 entry_point: prediction_langchain.py
 callable: run
diff --git a/packages/valory/customs/prediction_request/component.yaml b/packages/valory/customs/prediction_request/component.yaml
index 4eeae305..ffdd0ede 100644
--- a/packages/valory/customs/prediction_request/component.yaml
+++ b/packages/valory/customs/prediction_request/component.yaml
@@ -24,11 +24,11 @@ dependencies:
   faiss-cpu:
     version: ==1.7.4
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   markdownify:
     version: ==0.11.6
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   docstring-parser:
     version: ==0.15
   readability-lxml:
diff --git a/packages/valory/customs/prediction_request_embedding/component.yaml b/packages/valory/customs/prediction_request_embedding/component.yaml
index 8ca3e26c..2e98bce5 100644
--- a/packages/valory/customs/prediction_request_embedding/component.yaml
+++ b/packages/valory/customs/prediction_request_embedding/component.yaml
@@ -14,9 +14,9 @@ entry_point: prediction_sentence_embedding.py
 callable: run
 dependencies:
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   requests: {}
   google-api-python-client:
     version: ==2.95.0
diff --git a/packages/valory/customs/prepare_tx/component.yaml b/packages/valory/customs/prepare_tx/component.yaml
index 5f0ca317..35db89a4 100644
--- a/packages/valory/customs/prepare_tx/component.yaml
+++ b/packages/valory/customs/prepare_tx/component.yaml
@@ -8,10 +8,9 @@ aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeieynbsr6aijx2totfi5iw6thjwgzko526zcs5plgvgrq2lufso2sy
   prepare_tx.py: bafybeib7no24trithxrj5nwovwtezb3q3k32cpvo6mkaa2wynvqrpdwkxi
-  utils/agent/build_goal.py: bafybeif7kj2x362bhguey252op7bbaidcc7zarpgovqkgfiv5qqk7fizra
 fingerprint_ignore_patterns: []
 entry_point: prepare_tx.py
 callable: run
 dependencies:
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
diff --git a/packages/valory/customs/resolve_market/component.yaml b/packages/valory/customs/resolve_market/component.yaml
index 52d1d1ab..6f1c8d7d 100644
--- a/packages/valory/customs/resolve_market/component.yaml
+++ b/packages/valory/customs/resolve_market/component.yaml
@@ -13,5 +13,5 @@ entry_point: resolve_market.py
 callable: run
 dependencies:
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   requests: {}
diff --git a/packages/valory/customs/stability_ai_request/component.yaml b/packages/valory/customs/stability_ai_request/component.yaml
index dcd94133..589050f7 100644
--- a/packages/valory/customs/stability_ai_request/component.yaml
+++ b/packages/valory/customs/stability_ai_request/component.yaml
@@ -14,4 +14,4 @@ callable: run
 dependencies:
   requests: {}
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
diff --git a/packages/valory/services/mech/service.yaml b/packages/valory/services/mech/service.yaml
index 6ebc5409..9020873e 100644
--- a/packages/valory/services/mech/service.yaml
+++ b/packages/valory/services/mech/service.yaml
@@ -7,7 +7,7 @@ license: Apache-2.0
 fingerprint:
   README.md: bafybeif7ia4jdlazy6745ke2k2x5yoqlwsgwr6sbztbgqtwvs3ndm2p7ba
 fingerprint_ignore_patterns: []
-agent: valory/mech:0.1.0:bafybeihlred6ux6ilhc2eevz5z4qmbgtehs2n3eg5homcmnqzbu7byzy3u
+agent: valory/mech:0.1.0:bafybeid2hlmwtoze3xhhqqayisdg6xzxzgf42zw7hccdaszur7qfgp5vu4
 number_of_agents: 4
 deployment:
   agent:
diff --git a/packages/valory/skills/mech_abci/skill.yaml b/packages/valory/skills/mech_abci/skill.yaml
index 5a93277a..2ba6f0d9 100644
--- a/packages/valory/skills/mech_abci/skill.yaml
+++ b/packages/valory/skills/mech_abci/skill.yaml
@@ -23,10 +23,10 @@ skills:
 - valory/abstract_round_abci:0.1.0:bafybeih3enhagoql7kzpeyzzu2scpkif6y3ubakpralfnwxcvxexdyvy5i
 - valory/registration_abci:0.1.0:bafybeiek7zcsxbucjwzgqfftafhfrocvc7q4yxllh2q44jeemsjxg3rcfm
 - valory/reset_pause_abci:0.1.0:bafybeidw4mbx3os3hmv7ley7b3g3gja7ydpitr7mxbjpwzxin2mzyt5yam
-- valory/task_submission_abci:0.1.0:bafybeiaa6fby75jusdz55ufy6x3td7bz2feh5bpwyipfy2nrnzpzrqrb3y
+- valory/task_submission_abci:0.1.0:bafybeihvvp6ovstb7po7kx6o7dno6kvjmffnmlerfw6qxhhzyrxmktd67e
 - valory/termination_abci:0.1.0:bafybeihq6qtbwt6i53ayqym63vhjexkcppy26gguzhhjqywfmiuqghvv44
 - valory/transaction_settlement_abci:0.1.0:bafybeigtzlk4uakmd54rxnznorcrstsr52kta474lgrnvx5ovr546vj7sq
-- valory/subscription_abci:0.1.0:bafybeig2vey5dxykpsojovlxw6f5o333f7kgmjyghmlu3yc5or5m4twqey
+- valory/subscription_abci:0.1.0:bafybeihtortmv4fqua5wrnshpnvqsbpaf52frwynrmpuv2uw5j7wkauhze
 behaviours:
   main:
     args: {}
diff --git a/packages/valory/skills/subscription_abci/skill.yaml b/packages/valory/skills/subscription_abci/skill.yaml
index 4722119f..828410c5 100644
--- a/packages/valory/skills/subscription_abci/skill.yaml
+++ b/packages/valory/skills/subscription_abci/skill.yaml
@@ -166,7 +166,7 @@ dependencies:
   googlesearch-python:
     version: ==1.2.3
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   py-multibase:
     version: ==1.0.3
   py-multicodec:
diff --git a/packages/valory/skills/task_execution/skill.yaml b/packages/valory/skills/task_execution/skill.yaml
index 0c648d92..687a50cd 100644
--- a/packages/valory/skills/task_execution/skill.yaml
+++ b/packages/valory/skills/task_execution/skill.yaml
@@ -108,7 +108,7 @@ dependencies:
   googlesearch-python:
     version: ==1.2.3
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   py-multibase:
     version: ==1.0.3
   py-multicodec:
@@ -116,7 +116,7 @@ dependencies:
   pyyaml:
     version: <=6.0.1,>=3.10
   tiktoken:
-    version: ==0.5.1
+    version: ==0.7.0
   anthropic:
     version: ==0.21.3
   eth-abi:
diff --git a/packages/valory/skills/task_submission_abci/skill.yaml b/packages/valory/skills/task_submission_abci/skill.yaml
index b934e863..f0cf59a0 100644
--- a/packages/valory/skills/task_submission_abci/skill.yaml
+++ b/packages/valory/skills/task_submission_abci/skill.yaml
@@ -171,7 +171,7 @@ dependencies:
   googlesearch-python:
     version: ==1.2.3
   openai:
-    version: ==1.11.0
+    version: ==1.30.2
   py-multibase:
     version: ==1.0.3
   py-multicodec:
diff --git a/tox.ini b/tox.ini
index 1e4cd519..82fca135 100644
--- a/tox.ini
+++ b/tox.ini
@@ -19,6 +19,7 @@ deps =
 deps =
     {[deps-tests]deps}
     open-autonomy==0.14.10
+    fastapi==0.110.3
     openai==0.27.2
     requests==2.28.1
     mech-client==0.2.5

From 88d1fdbacd66eed3db85b0a7adeda8f1edaecda1 Mon Sep 17 00:00:00 2001
From: Adamantios <adamantios.zaras@valory.xyz>
Date: Wed, 29 May 2024 13:12:29 +0300
Subject: [PATCH 13/17] refactor: hardcode topic and timeframe

---
 .../prediction_langchain/prediction_langchain.py       | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index f77a1aa1..914f3a0d 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -270,6 +270,12 @@ def error_response(msg: str) -> Tuple[str, None, None, None]:
 def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
     """Run the langchain example."""
 
+    # hardcode topic and timeframe
+    topic = "consumer technology"
+    timeframe = "past month"
+    # topic: Optional[str] = kwargs.get("topic", None)
+    # timeframe: Optional[str] = kwargs.get("timeframe", None)
+
     # Process the kwargs
     topic: Optional[str] = kwargs.get("topic", None)
     timeframe: Optional[str] = kwargs.get("topic", None)
@@ -313,9 +319,7 @@ def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
     )
 
     result = run(
-        topic="consumer technology",
-        timeframe="past month",
-        question="Will Apple unveil a new Iphone before the end of 2024?",
+        prompt="Will Apple unveil a new Iphone before the end of 2024?",
         api_keys=api_keys,
     )
     print(result)

From acead1d904751fda9fe8683e2ebc03774b9221cd Mon Sep 17 00:00:00 2001
From: Adamantios <adamantios.zaras@valory.xyz>
Date: Wed, 29 May 2024 13:13:00 +0300
Subject: [PATCH 14/17] refactor: change the question's expected kwarg to
 `prompt`

---
 .../customs/prediction_langchain/prediction_langchain.py      | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index 914f3a0d..382d55d1 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -277,9 +277,7 @@ def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
     # timeframe: Optional[str] = kwargs.get("timeframe", None)
 
     # Process the kwargs
-    topic: Optional[str] = kwargs.get("topic", None)
-    timeframe: Optional[str] = kwargs.get("topic", None)
-    question: Optional[str] = kwargs.get("question", None)
+    question: Optional[str] = kwargs.get("prompt", None)
     openai_api_key = kwargs.get("api_keys", {}).get("openai", None)
     tavily_api_key = kwargs.get("api_keys", {}).get("tavily", None)
 

From ea51470e0a26a8223bfd693db939820d2f7af6b3 Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Wed, 29 May 2024 16:17:40 +0200
Subject: [PATCH 15/17] fix: env vars

---
 packages/packages.json                             |  4 ++--
 .../customs/prediction_langchain/component.yaml    |  2 +-
 .../prediction_langchain/prediction_langchain.py   | 14 +++++++-------
 packages/valory/customs/prepare_tx/component.yaml  |  1 +
 4 files changed, 11 insertions(+), 10 deletions(-)

diff --git a/packages/packages.json b/packages/packages.json
index 7a7bc237..50910991 100644
--- a/packages/packages.json
+++ b/packages/packages.json
@@ -15,14 +15,14 @@
         "custom/napthaai/resolve_market_reasoning/0.1.0": "bafybeic43zq6xjkkc3o2gitxelr6v3nn6p2nctg6kf56tagrqvb6afxa6u",
         "custom/napthaai/prediction_request_rag/0.1.0": "bafybeie4z76wbnbvbsvborhrgeerbedtwxi3p2by7z3wyjhauwxwfgdaoa",
         "custom/napthaai/prediction_request_reasoning/0.1.0": "bafybeienoldwps2x4qwrpuah5aaxkvk7zqwzmyhyvyl7ktmiosbcpsuki4",
-        "custom/valory/prepare_tx/0.1.0": "bafybeigo2yvfh63u6hdqufghng7flqesu76n7s5fchprndmjmdb3hqvyau",
+        "custom/valory/prepare_tx/0.1.0": "bafybeidkghsricym5777edw3tvkuuzxkvmeai2r6phx43adfqwt3s5qwta",
         "custom/valory/short_maker/0.1.0": "bafybeif63rt4lkopu3rc3l7sg6tebrrwg2lxqufjx6dx4hoda5yzax43fa",
         "custom/napthaai/prediction_url_cot/0.1.0": "bafybeidu65l6abhfnxmeite6magzf6rqhmyyj427g3rtwms2oh5u5sc2eq",
         "custom/napthaai/prediction_url_cot_claude/0.1.0": "bafybeicbjywni5hx5ssoiv6tnnjbqzsck6cmtsdpr6m562z6afogz5eh44",
         "custom/napthaai/prediction_request_reasoning_claude/0.1.0": "bafybeihtx2cejxoy42jwk2i5m4evfzz537aic5njuawxnzdzwlo63kdduq",
         "custom/napthaai/prediction_request_rag_claude/0.1.0": "bafybeickr32t7nmapuoymjyo3cf5rr2v2zapksxcivuqsgjr2gn6zo6y7y",
         "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeihh26kwgqkzojd4zastto5mgod7o7esll4f4icurvwumvwuzmosrm",
-        "custom/valory/prediction_langchain/0.1.0": "bafybeia6lpxrhtdwxvjlbu4u4ag2mo33uwrmkuvgwocgoml3beaasbuzvi",
+        "custom/valory/prediction_langchain/0.1.0": "bafybeiccxayfqc4zffsa7yxpzsyatpopuw4z3sut4l7z3o4hbrlzcowl2e",
         "protocol/valory/acn_data_share/0.1.0": "bafybeih5ydonnvrwvy2ygfqgfabkr47s4yw3uqxztmwyfprulwfsoe7ipq",
         "protocol/valory/websocket_client/0.1.0": "bafybeifjk254sy65rna2k32kynzenutujwqndap2r222afvr3zezi27mx4",
         "contract/valory/agent_mech/0.1.0": "bafybeiah6b5epo2hlvzg5rr2cydgpp2waausoyrpnoarf7oa7bw33rex34",
diff --git a/packages/valory/customs/prediction_langchain/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
index 62de9d13..e70a6a53 100644
--- a/packages/valory/customs/prediction_langchain/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -7,7 +7,7 @@ license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeid2llyk4lr55nmq3aubhnjy4pwskzb3dmvcn5z57geyy3lmua6fue
-  prediction_langchain.py: bafybeib4dhjd5yrfklcllu62evqjstm4udbl23ipdqnkg5uiujzfbddeh4
+  prediction_langchain.py: bafybeibd3efzs26t5g5ut4cc7szzsw32xwsnr7bcjmrd6l2fmjnewu7a5y
 fingerprint_ignore_patterns: []
 entry_point: prediction_langchain.py
 callable: run
diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index 382d55d1..e78cfe94 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -90,10 +90,10 @@ def execute() -> MechResponse:
     return wrapper
 
 
-def _set_if_undefined(var: str):
+def _set_if_undefined(var: str, key: str):
     """Set env vars"""
     if not os.environ.get(var):
-        os.environ[var] = getpass.getpass(f"Please provide your {var}")
+        os.environ[var] = key
 
 
 def create_agent(tools, system_message: str):
@@ -105,7 +105,7 @@ def create_agent(tools, system_message: str):
                 """
                 You are a helpful AI assistant, collaborating with other assistants.
                 Use the provided tools to progress towards answering the question.
-                If you are unable to fully answer, that's OK, another assistant with different tools 
+                If you are unable to fully answer, that's OK, another assistant with different tools
                 will help where you left off. Execute what you can to make progress.
                 If you or any of the other assistants have the final answer or deliverable,
                 prefix your response with FINAL ANSWER so the team knows to stop.
@@ -116,9 +116,9 @@ def create_agent(tools, system_message: str):
                 Each item in the JSON must have a value between 0 and 1.
                    - "p_yes": Estimated probability that the event in the "USER_PROMPT" occurs.
                    - "p_no": Estimated probability that the event in the "USER_PROMPT" does not occur.
-                   - "confidence": A value between 0 and 1 indicating the confidence in the prediction. 
+                   - "confidence": A value between 0 and 1 indicating the confidence in the prediction.
                      0 indicates lowest confidence value; 1 maximum confidence value.
-                   - "info_utility": Utility of the information provided in "ADDITIONAL_INFORMATION" to help you 
+                   - "info_utility": Utility of the information provided in "ADDITIONAL_INFORMATION" to help you
                      make the prediction. 0 indicates lowest utility; 1 maximum utility.
                 The sum of "p_yes" and "p_no" must equal 1.
                 You must provide your response in the format specified below:
@@ -297,8 +297,8 @@ def run(**kwargs) -> Tuple[Optional[str], Optional[str], None, None]:
         return error_response("No tavily_api_key has been specified.")
 
     # Set the environment
-    _set_if_undefined("OPENAI_API_KEY")
-    _set_if_undefined("TAVILY_API_KEY")
+    _set_if_undefined("OPENAI_API_KEY", openai_api_key)
+    _set_if_undefined("TAVILY_API_KEY", tavily_api_key)
     os.environ["LANGCHAIN_TRACING_V2"] = "false"
 
     # Run the tool
diff --git a/packages/valory/customs/prepare_tx/component.yaml b/packages/valory/customs/prepare_tx/component.yaml
index 35db89a4..1c74cffb 100644
--- a/packages/valory/customs/prepare_tx/component.yaml
+++ b/packages/valory/customs/prepare_tx/component.yaml
@@ -8,6 +8,7 @@ aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeieynbsr6aijx2totfi5iw6thjwgzko526zcs5plgvgrq2lufso2sy
   prepare_tx.py: bafybeib7no24trithxrj5nwovwtezb3q3k32cpvo6mkaa2wynvqrpdwkxi
+  utils/agent/build_goal.py: bafybeif7kj2x362bhguey252op7bbaidcc7zarpgovqkgfiv5qqk7fizra
 fingerprint_ignore_patterns: []
 entry_point: prepare_tx.py
 callable: run

From 72adedcafcfc2489130746a80d84edc38d3983ed Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Wed, 29 May 2024 16:30:12 +0200
Subject: [PATCH 16/17] fix: format hack

---
 packages/packages.json                                         | 2 +-
 packages/valory/customs/prediction_langchain/component.yaml    | 2 +-
 .../customs/prediction_langchain/prediction_langchain.py       | 3 ++-
 3 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/packages/packages.json b/packages/packages.json
index 50910991..f2ace161 100644
--- a/packages/packages.json
+++ b/packages/packages.json
@@ -22,7 +22,7 @@
         "custom/napthaai/prediction_request_reasoning_claude/0.1.0": "bafybeihtx2cejxoy42jwk2i5m4evfzz537aic5njuawxnzdzwlo63kdduq",
         "custom/napthaai/prediction_request_rag_claude/0.1.0": "bafybeickr32t7nmapuoymjyo3cf5rr2v2zapksxcivuqsgjr2gn6zo6y7y",
         "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeihh26kwgqkzojd4zastto5mgod7o7esll4f4icurvwumvwuzmosrm",
-        "custom/valory/prediction_langchain/0.1.0": "bafybeiccxayfqc4zffsa7yxpzsyatpopuw4z3sut4l7z3o4hbrlzcowl2e",
+        "custom/valory/prediction_langchain/0.1.0": "bafybeiaep6frkvxxbhfc4f7fy3q4zi5hhks72xelkpkuqdes3rjwjyrlve",
         "protocol/valory/acn_data_share/0.1.0": "bafybeih5ydonnvrwvy2ygfqgfabkr47s4yw3uqxztmwyfprulwfsoe7ipq",
         "protocol/valory/websocket_client/0.1.0": "bafybeifjk254sy65rna2k32kynzenutujwqndap2r222afvr3zezi27mx4",
         "contract/valory/agent_mech/0.1.0": "bafybeiah6b5epo2hlvzg5rr2cydgpp2waausoyrpnoarf7oa7bw33rex34",
diff --git a/packages/valory/customs/prediction_langchain/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
index e70a6a53..ee01dafe 100644
--- a/packages/valory/customs/prediction_langchain/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -7,7 +7,7 @@ license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeid2llyk4lr55nmq3aubhnjy4pwskzb3dmvcn5z57geyy3lmua6fue
-  prediction_langchain.py: bafybeibd3efzs26t5g5ut4cc7szzsw32xwsnr7bcjmrd6l2fmjnewu7a5y
+  prediction_langchain.py: bafybeidrcoltwi7vb2hitknmoh36ct5d4jdro7w26xcpmwjemznu7r63ja
 fingerprint_ignore_patterns: []
 entry_point: prediction_langchain.py
 callable: run
diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index e78cfe94..41e12b96 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -254,7 +254,8 @@ def run_langgraph(topic: str, timeframe: str, question: str) -> Tuple[str, str]:
     # Response is the last message from the last event
     response = (
         event_list[-1]["researcher"]["messages"][-1]
-        .content.replace("FINAL ANSWER", "")
+        .content.replace("FINAL ANSWER:", "")
+        .replace("FINAL ANSWER", "")
         .strip()
     )
 

From 5673461981adfc8f887be7fb3537faa714fac2f8 Mon Sep 17 00:00:00 2001
From: David Vilela <dvilelaf@gmail.com>
Date: Wed, 29 May 2024 16:57:15 +0200
Subject: [PATCH 17/17] fix: more hacks

---
 packages/packages.json                                       | 2 +-
 packages/valory/customs/prediction_langchain/component.yaml  | 2 +-
 .../customs/prediction_langchain/prediction_langchain.py     | 5 ++++-
 3 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/packages/packages.json b/packages/packages.json
index f2ace161..47a469ef 100644
--- a/packages/packages.json
+++ b/packages/packages.json
@@ -22,7 +22,7 @@
         "custom/napthaai/prediction_request_reasoning_claude/0.1.0": "bafybeihtx2cejxoy42jwk2i5m4evfzz537aic5njuawxnzdzwlo63kdduq",
         "custom/napthaai/prediction_request_rag_claude/0.1.0": "bafybeickr32t7nmapuoymjyo3cf5rr2v2zapksxcivuqsgjr2gn6zo6y7y",
         "custom/napthaai/prediction_request_rag_cohere/0.1.0": "bafybeihh26kwgqkzojd4zastto5mgod7o7esll4f4icurvwumvwuzmosrm",
-        "custom/valory/prediction_langchain/0.1.0": "bafybeiaep6frkvxxbhfc4f7fy3q4zi5hhks72xelkpkuqdes3rjwjyrlve",
+        "custom/valory/prediction_langchain/0.1.0": "bafybeihhii7veepp6ovkmqjnkp6euhkwm52obabgdltdj34ikisfd7yvqi",
         "protocol/valory/acn_data_share/0.1.0": "bafybeih5ydonnvrwvy2ygfqgfabkr47s4yw3uqxztmwyfprulwfsoe7ipq",
         "protocol/valory/websocket_client/0.1.0": "bafybeifjk254sy65rna2k32kynzenutujwqndap2r222afvr3zezi27mx4",
         "contract/valory/agent_mech/0.1.0": "bafybeiah6b5epo2hlvzg5rr2cydgpp2waausoyrpnoarf7oa7bw33rex34",
diff --git a/packages/valory/customs/prediction_langchain/component.yaml b/packages/valory/customs/prediction_langchain/component.yaml
index ee01dafe..119011d7 100644
--- a/packages/valory/customs/prediction_langchain/component.yaml
+++ b/packages/valory/customs/prediction_langchain/component.yaml
@@ -7,7 +7,7 @@ license: Apache-2.0
 aea_version: '>=1.0.0, <2.0.0'
 fingerprint:
   __init__.py: bafybeid2llyk4lr55nmq3aubhnjy4pwskzb3dmvcn5z57geyy3lmua6fue
-  prediction_langchain.py: bafybeidrcoltwi7vb2hitknmoh36ct5d4jdro7w26xcpmwjemznu7r63ja
+  prediction_langchain.py: bafybeibg6giebyxjpqch2jvtvrwufp3n75n55xmqjgu3rlc4rfopnfcxlm
 fingerprint_ignore_patterns: []
 entry_point: prediction_langchain.py
 callable: run
diff --git a/packages/valory/customs/prediction_langchain/prediction_langchain.py b/packages/valory/customs/prediction_langchain/prediction_langchain.py
index 41e12b96..c0c6c799 100644
--- a/packages/valory/customs/prediction_langchain/prediction_langchain.py
+++ b/packages/valory/customs/prediction_langchain/prediction_langchain.py
@@ -252,8 +252,11 @@ def run_langgraph(topic: str, timeframe: str, question: str) -> Tuple[str, str]:
     event_list = [e for e in events]
 
     # Response is the last message from the last event
+    last_event = event_list[-1]
+    last_sender = list(last_event.keys())[0]
+    last_message = last_event[last_sender]["messages"][-1]
     response = (
-        event_list[-1]["researcher"]["messages"][-1]
+        last_message
         .content.replace("FINAL ANSWER:", "")
         .replace("FINAL ANSWER", "")
         .strip()