diff --git a/main.py b/main.py
index bfacf232..63c0008f 100644
--- a/main.py
+++ b/main.py
@@ -3,9 +3,7 @@
 import typer
 from prediction_market_agent_tooling.markets.markets import (
     MarketType,
-    get_bet_amount,
     get_binary_markets,
-    place_bet,
 )
 
 import prediction_market_agent as pma
@@ -21,7 +19,7 @@ def main(
     Picks one market and answers it, optionally placing a bet.
     """
     # Pick a market
-    market = get_binary_markets(market_type)[0].to_agent_market()
+    market = get_binary_markets(market_type)[0]
 
     # Create the agent and run it
     agent = get_agent(agent_type)
@@ -44,13 +42,11 @@ def main(
             f"Placing bet with position {pma.utils.parse_result_to_str(result)} on market '{market.question}'"
         )
         amount = Decimal(
-            input(f"How much do you want to bet? (in {market.bet_amount_currency}): ")
+            input(f"How much do you want to bet? (in {market.currency}): ")
         )
-        place_bet(
-            market=market.original_market,
-            amount=get_bet_amount(amount, market_type),
+        market.place_bet(
+            amount=market.get_bet_amount(amount),
             outcome=result,
-            omen_auto_deposit=True,
         )
 
 
diff --git a/poetry.lock b/poetry.lock
index 07d98b4d..3840e80c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -110,6 +110,30 @@ files = [
 [package.dependencies]
 frozenlist = ">=1.1.0"
 
+[[package]]
+name = "altair"
+version = "5.2.0"
+description = "Vega-Altair: A declarative statistical visualization library for Python."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "altair-5.2.0-py3-none-any.whl", hash = "sha256:8c4888ad11db7c39f3f17aa7f4ea985775da389d79ac30a6c22856ab238df399"},
+    {file = "altair-5.2.0.tar.gz", hash = "sha256:2ad7f0c8010ebbc46319cc30febfb8e59ccf84969a201541c207bc3a4fa6cf81"},
+]
+
+[package.dependencies]
+jinja2 = "*"
+jsonschema = ">=3.0"
+numpy = "*"
+packaging = "*"
+pandas = ">=0.25"
+toolz = "*"
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+dev = ["anywidget", "geopandas", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pyarrow (>=11)", "pytest", "pytest-cov", "ruff (>=0.1.3)", "types-jsonschema", "types-setuptools", "vega-datasets", "vegafusion[embed] (>=1.4.0)", "vl-convert-python (>=1.1.0)"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+
 [[package]]
 name = "annotated-types"
 version = "0.6.0"
@@ -123,13 +147,13 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.2.0"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
-    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
 ]
 
 [package.dependencies]
@@ -175,19 +199,30 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 
 [[package]]
 name = "autoflake"
-version = "2.2.1"
+version = "2.3.0"
 description = "Removes unused imports and unused variables"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "autoflake-2.2.1-py3-none-any.whl", hash = "sha256:265cde0a43c1f44ecfb4f30d95b0437796759d07be7706a2f70e4719234c0f79"},
-    {file = "autoflake-2.2.1.tar.gz", hash = "sha256:62b7b6449a692c3c9b0c916919bbc21648da7281e8506bcf8d3f8280e431ebc1"},
+    {file = "autoflake-2.3.0-py3-none-any.whl", hash = "sha256:79a51eb8c0744759d2efe052455ab20aa6a314763510c3fd897499a402126327"},
+    {file = "autoflake-2.3.0.tar.gz", hash = "sha256:8c2011fa34701b9d7dcf05b9873bc4859d4fce4e62dfea90dffefd1576f5f01d"},
 ]
 
 [package.dependencies]
 pyflakes = ">=3.0.0"
 tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
+[[package]]
+name = "backoff"
+version = "2.2.1"
+description = "Function decoration for backoff and retry"
+optional = false
+python-versions = ">=3.7,<4.0"
+files = [
+    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
+    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -410,7 +445,6 @@ files = [
 
 [package.dependencies]
 colorama = {version = "*", markers = "os_name == \"nt\""}
-importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
 packaging = ">=19.0"
 pyproject_hooks = "*"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
@@ -697,20 +731,25 @@ files = [
 
 [[package]]
 name = "crewai"
-version = "0.1.32"
+version = "0.11.2"
 description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
 optional = false
-python-versions = ">=3.9,<4.0"
+python-versions = ">=3.10,<4.0"
 files = [
-    {file = "crewai-0.1.32-py3-none-any.whl", hash = "sha256:c111ff463b15066689ef95d251cc9127fab757bc5de7302783cdf1f83ebf0c45"},
-    {file = "crewai-0.1.32.tar.gz", hash = "sha256:751adfd1efa59e52e0d273fb3a4403d0491eab9f0d682779d29d2990088f321b"},
+    {file = "crewai-0.11.2-py3-none-any.whl", hash = "sha256:cb6950e5cdd34274fe2659372515cb57f2747d9a21c6083678943b6dfeed0ca6"},
+    {file = "crewai-0.11.2.tar.gz", hash = "sha256:bc3eba593b6053d9dd897d451a556942b54774b3c3b5e4f5323708bcdf26666e"},
 ]
 
 [package.dependencies]
+instructor = ">=0.5.2,<0.6.0"
 langchain = ">=0.1.0,<0.2.0"
-langchain-openai = ">=0.0.2,<0.0.3"
+langchain-openai = ">=0.0.5,<0.0.6"
 openai = ">=1.7.1,<2.0.0"
+opentelemetry-api = ">=1.22.0,<2.0.0"
+opentelemetry-exporter-otlp-proto-http = ">=1.22.0,<2.0.0"
+opentelemetry-sdk = ">=1.22.0,<2.0.0"
 pydantic = ">=2.4.2,<3.0.0"
+regex = ">=2023.12.25,<2024.0.0"
 
 [[package]]
 name = "cron-validator"
@@ -729,43 +768,43 @@ pytz = "*"
 
 [[package]]
 name = "cryptography"
-version = "42.0.2"
+version = "42.0.4"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "cryptography-42.0.4-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:d2a27aca5597c8a71abbe10209184e1a8e91c1fd470b5070a2ea60cafec35bcd"},
+    {file = "cryptography-42.0.4-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:4e36685cb634af55e0677d435d425043967ac2f3790ec652b2b88ad03b85c27b"},
+    {file = "cryptography-42.0.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:f47be41843200f7faec0683ad751e5ef11b9a56a220d57f300376cd8aba81660"},
+    {file = "cryptography-42.0.4.tar.gz", hash = "sha256:831a4b37accef30cccd34fcb916a5d7b5be3cbbe27268a02832c3e450aea39cb"},
 ]
 
 [package.dependencies]
@@ -783,18 +822,18 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "curl-cffi"
-version = "0.6.0b9"
+version = "0.6.0"
 description = "libcurl ffi bindings for Python, with impersonation support"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "curl_cffi-0.6.0b9-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:a0385edcbb545e58757849308a47292a895ab3b3e36f5f1c2e19e8d8db546022"},
-    {file = "curl_cffi-0.6.0b9-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:984ac36e20070206e8729abdb00675dae233ea53fffe678c33b3869b26a9c537"},
-    {file = "curl_cffi-0.6.0b9-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1e18bb9f73a31f7f6c61b7341c1a4742b200779c177fe06276a3a03fdb270b13"},
-    {file = "curl_cffi-0.6.0b9-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c02e53bf3774a02b20c5a4458af965555d11755119e575d91c2984cedd1baa9c"},
-    {file = "curl_cffi-0.6.0b9-cp38-abi3-win32.whl", hash = "sha256:92baeb4544a2353eb882a2d827ba546f7430655d04272b0678eedf2ae4618309"},
-    {file = "curl_cffi-0.6.0b9-cp38-abi3-win_amd64.whl", hash = "sha256:00b538b67c60cd1c3286c7319813a3564079c62ccf126cc1462fff428f0c3be5"},
-    {file = "curl_cffi-0.6.0b9.tar.gz", hash = "sha256:7d9a6a68c2aef90359a8d012edf7bdd81eaa1b16af684f21febf00fb54dd8d73"},
+    {file = "curl_cffi-0.6.0-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:5e52b25ebb513f4a468a57469cc32d7064bc1a712ce9c26e5dc980bc568c7042"},
+    {file = "curl_cffi-0.6.0-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:985202dc28cd561d68cbd0b87f11457fc3eb2fcaae3ce5e303a1bee46b3a18b9"},
+    {file = "curl_cffi-0.6.0-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8344ef64c2f137fbce7f443e7307d56cea97d40e391bcd4c35cb1d69e42f5877"},
+    {file = "curl_cffi-0.6.0-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:326a50ba9ba71ca8bb6c42329e0305497ec54f57c6f1a050fa1468f1bc81b48f"},
+    {file = "curl_cffi-0.6.0-cp38-abi3-win32.whl", hash = "sha256:17b8387f389c813fc162cba671e7a00e16683ab423eaee3e15e04b0a6f01f3eb"},
+    {file = "curl_cffi-0.6.0-cp38-abi3-win_amd64.whl", hash = "sha256:91611b32f84c2e4181fc1c5f627ce2fd0d7b01f70d8d806185897750a21153dd"},
+    {file = "curl_cffi-0.6.0.tar.gz", hash = "sha256:d097f01735865c6e741501f8d769c4956e9c1f254c4209a99374b11fbe3d0e9c"},
 ]
 
 [package.dependencies]
@@ -803,8 +842,8 @@ cffi = ">=1.12.0"
 
 [package.extras]
 build = ["cibuildwheel", "wheel"]
-dev = ["autoflake (==1.4)", "black (==22.8.0)", "coverage (==6.4.1)", "cryptography (==38.0.3)", "flake8 (==6.0.0)", "flake8-bugbear (==22.7.1)", "flake8-pie (==0.15.0)", "httpx (==0.23.1)", "isort (==5.10.1)", "mypy (==0.971)", "pytest (==7.1.2)", "pytest-asyncio (==0.19.0)", "pytest-trio (==0.7.0)", "ruff (==0.1.14)", "trio (==0.21.0)", "trio-typing (==0.7.0)", "trustme (==0.9.0)", "types-certifi (==2021.10.8.2)", "uvicorn (==0.18.3)", "websockets (==11.0.3)"]
-test = ["cryptography (==38.0.3)", "fastapi (==0.100.0)", "httpx (==0.23.1)", "proxy.py (==2.4.3)", "pytest (==7.1.2)", "pytest-asyncio (==0.19.0)", "pytest-trio (==0.7.0)", "python-multipart (==0.0.6)", "trio (==0.21.0)", "trio-typing (==0.7.0)", "trustme (==0.9.0)", "types-certifi (==2021.10.8.2)", "uvicorn (==0.18.3)", "websockets (==11.0.3)"]
+dev = ["autoflake (==1.4)", "coverage (==6.4.1)", "cryptography (==38.0.3)", "flake8 (==6.0.0)", "flake8-bugbear (==22.7.1)", "flake8-pie (==0.15.0)", "httpx (==0.23.1)", "mypy (==0.971)", "nest-asyncio (==1.6.0)", "pytest (==7.1.2)", "pytest-asyncio (==0.19.0)", "pytest-trio (==0.7.0)", "ruff (==0.1.14)", "trio (==0.21.0)", "trio-typing (==0.7.0)", "trustme (==0.9.0)", "types-certifi (==2021.10.8.2)", "uvicorn (==0.18.3)", "websockets (==11.0.3)"]
+test = ["cryptography (==38.0.3)", "fastapi (==0.100.0)", "httpx (==0.23.1)", "nest-asyncio (==1.6.0)", "proxy.py (==2.4.3)", "pytest (==7.1.2)", "pytest-asyncio (==0.19.0)", "pytest-trio (==0.7.0)", "python-multipart (==0.0.6)", "trio (==0.21.0)", "trio-typing (==0.7.0)", "trustme (==0.9.0)", "types-certifi (==2021.10.8.2)", "uvicorn (==0.18.3)", "websockets (==11.0.3)"]
 
 [[package]]
 name = "cytoolz"
@@ -1036,15 +1075,26 @@ urllib3 = ">=1.26.0"
 ssh = ["paramiko (>=2.4.3)"]
 websockets = ["websocket-client (>=1.3.0)"]
 
+[[package]]
+name = "docstring-parser"
+version = "0.15"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+optional = false
+python-versions = ">=3.6,<4.0"
+files = [
+    {file = "docstring_parser-0.15-py3-none-any.whl", hash = "sha256:d1679b86250d269d06a99670924d6bce45adc00b08069dae8c47d98e89b667a9"},
+    {file = "docstring_parser-0.15.tar.gz", hash = "sha256:48ddc093e8b1865899956fcc03b03e66bb7240c310fac5af81814580c55bf682"},
+]
+
 [[package]]
 name = "duckduckgo-search"
-version = "4.4.2"
+version = "4.4.3"
 description = "Search for words, documents, images, news, maps and text translation using the DuckDuckGo.com search engine."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "duckduckgo_search-4.4.2-py3-none-any.whl", hash = "sha256:ba5f817ca18efb5930784eea3a0c2c0cfdf8635ed63b0c42882f55bb31e9587f"},
-    {file = "duckduckgo_search-4.4.2.tar.gz", hash = "sha256:964b978550fcf6423b1503797620055076bb4d1e7613e0b7f535ee4a964d1bdf"},
+    {file = "duckduckgo_search-4.4.3-py3-none-any.whl", hash = "sha256:fa07dc7ce2e752c3e0963cceb5b5d46e1c081ca481f395e90d1a295f15f0fc81"},
+    {file = "duckduckgo_search-4.4.3.tar.gz", hash = "sha256:126878ceee1f964e21d07685b9c17af6144b8ee955422844bd56aa3c90a9b8f6"},
 ]
 
 [package.dependencies]
@@ -1409,7 +1459,6 @@ files = [
 [package.dependencies]
 blinker = ">=1.6.2"
 click = ">=8.1.3"
-importlib-metadata = {version = ">=3.6.0", markers = "python_version < \"3.10\""}
 itsdangerous = ">=2.1.2"
 Jinja2 = ">=3.1.2"
 Werkzeug = ">=3.0.0"
@@ -1557,15 +1606,46 @@ flask = ">=1.0,<4.0"
 gunicorn = {version = ">=19.2.0", markers = "platform_system != \"Windows\""}
 watchdog = ">=1.0.0"
 
+[[package]]
+name = "gitdb"
+version = "4.0.11"
+description = "Git Object Database"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "gitdb-4.0.11-py3-none-any.whl", hash = "sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4"},
+    {file = "gitdb-4.0.11.tar.gz", hash = "sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b"},
+]
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.42"
+description = "GitPython is a Python library used to interact with Git repositories"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "GitPython-3.1.42-py3-none-any.whl", hash = "sha256:1bf9cd7c9e7255f77778ea54359e54ac22a72a5b51288c457c881057b7bb9ecd"},
+    {file = "GitPython-3.1.42.tar.gz", hash = "sha256:2d99869e0fef71a73cbd242528105af1d6c1b108c60dfabd994bf292f76c3ceb"},
+]
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[package.extras]
+test = ["black", "coverage[toml]", "ddt (>=1.1.1,!=1.4.3)", "mock", "mypy", "pre-commit", "pytest (>=7.3.1)", "pytest-cov", "pytest-instafail", "pytest-mock", "pytest-sugar"]
+
 [[package]]
 name = "google-api-core"
-version = "2.17.0"
+version = "2.17.1"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-api-core-2.17.0.tar.gz", hash = "sha256:de7ef0450faec7c75e0aea313f29ac870fdc44cfaec9d6499a9a17305980ef66"},
-    {file = "google_api_core-2.17.0-py3-none-any.whl", hash = "sha256:08ed79ed8e93e329de5e3e7452746b734e6bf8438d8d64dd3319d21d3164890c"},
+    {file = "google-api-core-2.17.1.tar.gz", hash = "sha256:9df18a1f87ee0df0bc4eea2770ebc4228392d8cc4066655b320e2cfccb15db95"},
+    {file = "google_api_core-2.17.1-py3-none-any.whl", hash = "sha256:610c5b90092c360736baccf17bd3efbcb30dd380e7a6dc28a71059edb8bd0d8e"},
 ]
 
 [package.dependencies]
@@ -1583,13 +1663,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.27.0"
+version = "2.28.1"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "google-auth-2.27.0.tar.gz", hash = "sha256:e863a56ccc2d8efa83df7a80272601e43487fa9a728a376205c86c26aaefa821"},
-    {file = "google_auth-2.27.0-py2.py3-none-any.whl", hash = "sha256:8e4bad367015430ff253fe49d500fdc3396c1a434db5740828c728e45bcce245"},
+    {file = "google-auth-2.28.1.tar.gz", hash = "sha256:34fc3046c257cedcf1622fc4b31fc2be7923d9b4d44973d481125ecc50d83885"},
+    {file = "google_auth-2.28.1-py2.py3-none-any.whl", hash = "sha256:25141e2d7a14bfcba945f5e9827f98092716e99482562f15306e5b026e21aa72"},
 ]
 
 [package.dependencies]
@@ -1760,84 +1840,84 @@ protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.1 || >4.21.1,<4
 
 [[package]]
 name = "grpcio"
-version = "1.60.1"
+version = "1.62.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.7"
 files = [
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-    {file = "grpcio-1.60.1-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:33aed0a431f5befeffd9d346b0fa44b2c01aa4aeae5ea5b2c03d3e25e0071216"},
-    {file = "grpcio-1.60.1-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:fead980fbc68512dfd4e0c7b1f5754c2a8e5015a04dea454b9cada54a8423525"},
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.60.1)"]
+protobuf = ["grpcio-tools (>=1.62.0)"]
 
 [[package]]
 name = "grpcio-status"
-version = "1.60.1"
+version = "1.62.0"
 description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.6"
 files = [
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 ]
 
 [package.dependencies]
 googleapis-common-protos = ">=1.5.5"
-grpcio = ">=1.60.1"
+grpcio = ">=1.62.0"
 protobuf = ">=4.21.6"
 
 [[package]]
@@ -1890,13 +1970,13 @@ test = ["eth-utils (>=1.0.1,<3)", "hypothesis (>=3.44.24,<=6.31.6)", "pytest (>=
 
 [[package]]
 name = "httpcore"
-version = "1.0.2"
+version = "1.0.4"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1907,17 +1987,17 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.23.0)"]
+trio = ["trio (>=0.22.0,<0.25.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.26.0"
+version = "0.27.0"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1946,13 +2026,13 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "7.0.1"
+version = "6.11.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1985,6 +2065,26 @@ files = [
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 ]
 
+[[package]]
+name = "instructor"
+version = "0.5.2"
+description = "structured outputs for llm"
+optional = false
+python-versions = ">=3.10,<4.0"
+files = [
+    {file = "instructor-0.5.2-py3-none-any.whl", hash = "sha256:8c7c927f3cbf6cd863eeebceae3f021e27eaca2ceaf9e9f3c8204540a1126160"},
+    {file = "instructor-0.5.2.tar.gz", hash = "sha256:d8d679eb4624254db615794aaab59840e506fa696bc0181d998ae4f9ded2706d"},
+]
+
+[package.dependencies]
+aiohttp = ">=3.9.1,<4.0.0"
+docstring-parser = ">=0.15,<0.16"
+openai = ">=1.1.0,<2.0.0"
+pydantic = ">=2.0.2,<3.0.0"
+rich = ">=13.7.0,<14.0.0"
+tenacity = ">=8.2.3,<9.0.0"
+typer = ">=0.9.0,<0.10.0"
+
 [[package]]
 name = "isort"
 version = "5.13.2"
@@ -2156,13 +2256,13 @@ testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)",
 
 [[package]]
 name = "langchain"
-version = "0.1.6"
+version = "0.1.8"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain-0.1.6-py3-none-any.whl", hash = "sha256:925e180fd1ae53b7085e46b3cdc9db04c24ddc6f4ac08f171eea29498d99603a"},
-    {file = "langchain-0.1.6.tar.gz", hash = "sha256:a885e16c10b9ed11f312eaa6570bc48d27305362b26f6c235cafdcc794e26e71"},
+    {file = "langchain-0.1.8-py3-none-any.whl", hash = "sha256:19e951b0e2be099ff048ee483acecb47e1a39c33a47dadfee70fcfa20f45cc19"},
+    {file = "langchain-0.1.8.tar.gz", hash = "sha256:c8b1c2954a07cd6422c9027459473bafae90c78f07015bf2fc6262fadf97ea44"},
 ]
 
 [package.dependencies]
@@ -2170,9 +2270,9 @@ 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"
 jsonpatch = ">=1.33,<2.0"
-langchain-community = ">=0.0.18,<0.1"
-langchain-core = ">=0.1.22,<0.2"
-langsmith = ">=0.0.83,<0.1"
+langchain-community = ">=0.0.21,<0.1"
+langchain-core = ">=0.1.24,<0.2"
+langsmith = ">=0.1.0,<0.2.0"
 numpy = ">=1,<2"
 pydantic = ">=1,<3"
 PyYAML = ">=5.3"
@@ -2196,20 +2296,20 @@ text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
 
 [[package]]
 name = "langchain-community"
-version = "0.0.19"
+version = "0.0.21"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain_community-0.0.19-py3-none-any.whl", hash = "sha256:ebff8daa0110d53555f4963f1f739b85f9ca63ef82598ece5f5c3f73fe0aa82e"},
-    {file = "langchain_community-0.0.19.tar.gz", hash = "sha256:5d18ad9e188b10aaba6361fb2a747cf29b64b21ffb8061933fec090187ca39c2"},
+    {file = "langchain_community-0.0.21-py3-none-any.whl", hash = "sha256:120977485d244eb472ad3618a31222fe6c2bce08026f4caa96bd6dae2e316ac0"},
+    {file = "langchain_community-0.0.21.tar.gz", hash = "sha256:1c310a7e2663d5f6464a433981504894f97c12783cbeb8bdf4159a574f88c18d"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-langchain-core = ">=0.1.21,<0.2"
-langsmith = ">=0.0.83,<0.1"
+langchain-core = ">=0.1.24,<0.2"
+langsmith = ">=0.1.0,<0.2.0"
 numpy = ">=1,<2"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -2218,23 +2318,23 @@ 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)", "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,<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)", "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)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "lxml (>=4.9.2,<5.0.0)", "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)", "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)", "zhipuai (>=1.0.7,<2.0.0)"]
+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)", "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,<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)", "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)", "javelin-sdk (>=0.1.8,<0.2.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "jsonschema (>1)", "lxml (>=4.9.2,<5.0.0)", "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)", "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)", "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)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)", "zhipuai (>=1.0.7,<2.0.0)"]
 
 [[package]]
 name = "langchain-core"
-version = "0.1.22"
+version = "0.1.25"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain_core-0.1.22-py3-none-any.whl", hash = "sha256:d1263c2707ce18bb13654c88f891e53f39edec9b11ff7d0d0f23fd920927b2d6"},
-    {file = "langchain_core-0.1.22.tar.gz", hash = "sha256:deac12b3e42a08bbbaa2acf83d5f8dd2d5513256d8daf0e853e9d68ff4c99d79"},
+    {file = "langchain_core-0.1.25-py3-none-any.whl", hash = "sha256:ff0a0ad1ed877878e7b9c7601870cd12145abf3c814aae41995968d05ea6c09d"},
+    {file = "langchain_core-0.1.25.tar.gz", hash = "sha256:065ff8b4e383c5645d175b20ae44b258330ed06457b0fc0179efee310b6f2af6"},
 ]
 
 [package.dependencies]
 anyio = ">=3,<5"
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.0.87,<0.0.88"
+langsmith = ">=0.1.0,<0.2.0"
 packaging = ">=23.2,<24.0"
 pydantic = ">=1,<3"
 PyYAML = ">=5.3"
@@ -2246,48 +2346,48 @@ extended-testing = ["jinja2 (>=3,<4)"]
 
 [[package]]
 name = "langchain-experimental"
-version = "0.0.50"
+version = "0.0.52"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain_experimental-0.0.50-py3-none-any.whl", hash = "sha256:182cef2b54e9c17a7c037cfbac12aede1bb3f6e92c5ac59a3ce6bb37aef616a6"},
-    {file = "langchain_experimental-0.0.50.tar.gz", hash = "sha256:486da8a80d7a2c97402dbc3a3ad8aa7576e928b2333869575c9360a2b94ed68f"},
+    {file = "langchain_experimental-0.0.52-py3-none-any.whl", hash = "sha256:30bc6f4aba3ceef75a29b92d775110bbfeb35a7ddb50555fa3b09d4acbf20caa"},
+    {file = "langchain_experimental-0.0.52.tar.gz", hash = "sha256:c8f896d8b9fec363038c9a7f0acb16d0b69d0ed31134eed79ea9c31fd5569256"},
 ]
 
 [package.dependencies]
-langchain = ">=0.1.5,<0.2.0"
-langchain-core = ">=0.1.16,<0.2.0"
+langchain = ">=0.1.8,<0.2.0"
+langchain-core = ">=0.1.24,<0.2.0"
 
 [package.extras]
-extended-testing = ["faker (>=19.3.1,<20.0.0)", "jinja2 (>=3,<4)", "presidio-analyzer (>=2.2.352,<3.0.0)", "presidio-anonymizer (>=2.2.352,<3.0.0)", "sentence-transformers (>=2,<3)", "vowpal-wabbit-next (==0.6.0)"]
+extended-testing = ["faker (>=19.3.1,<20.0.0)", "jinja2 (>=3,<4)", "pandas (>=2.0.1,<3.0.0)", "presidio-analyzer (>=2.2.352,<3.0.0)", "presidio-anonymizer (>=2.2.352,<3.0.0)", "sentence-transformers (>=2,<3)", "tabulate (>=0.9.0,<0.10.0)", "vowpal-wabbit-next (==0.6.0)"]
 
 [[package]]
 name = "langchain-openai"
-version = "0.0.2.post1"
+version = "0.0.5"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langchain_openai-0.0.2.post1-py3-none-any.whl", hash = "sha256:ba468b94c23da9d8ccefe5d5a3c1c65b4b9702292523e53acc689a9110022e26"},
-    {file = "langchain_openai-0.0.2.post1.tar.gz", hash = "sha256:f8e78db4a663feeac71d9f036b9422406c199ea3ef4c97d99ff392c93530e073"},
+    {file = "langchain_openai-0.0.5-py3-none-any.whl", hash = "sha256:93b37dfac274adad65e46d5d6e71411e00c6984bcc5e10f1d6bb58e7944dc01b"},
+    {file = "langchain_openai-0.0.5.tar.gz", hash = "sha256:f317fee5b652949ad96ad7edf8ef7a044a6a3f0cc71d1e12f9d5261789fd68c4"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.1.7,<0.2"
+langchain-core = ">=0.1.16,<0.2"
 numpy = ">=1,<2"
-openai = ">=1.6.1,<2.0.0"
+openai = ">=1.10.0,<2.0.0"
 tiktoken = ">=0.5.2,<0.6.0"
 
 [[package]]
 name = "langsmith"
-version = "0.0.87"
+version = "0.1.5"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "langsmith-0.0.87-py3-none-any.whl", hash = "sha256:8903d3811b9fc89eb18f5961c8e6935fbd2d0f119884fbf30dc70b8f8f4121fc"},
-    {file = "langsmith-0.0.87.tar.gz", hash = "sha256:36c4cc47e5b54be57d038036a30fb19ce6e4c73048cd7a464b8f25b459694d34"},
+    {file = "langsmith-0.1.5-py3-none-any.whl", hash = "sha256:a1811821a923d90e53bcbacdd0988c3c366aff8f4c120d8777e7af8ecda06268"},
+    {file = "langsmith-0.1.5.tar.gz", hash = "sha256:aa7a2861aa3d9ae563a077c622953533800466c4e2e539b0d567b84d5fd5b157"},
 ]
 
 [package.dependencies]
@@ -2296,13 +2396,13 @@ requests = ">=2,<3"
 
 [[package]]
 name = "llama-index"
-version = "0.9.46"
+version = "0.9.48"
 description = "Interface between LLMs and your data"
 optional = false
 python-versions = ">=3.8.1,<4.0"
 files = [
-    {file = "llama_index-0.9.46-py3-none-any.whl", hash = "sha256:4c85ee4ccbc4da3b040f3601ac738fb36f31f1adc6d3f80728ae2ecf65216ee5"},
-    {file = "llama_index-0.9.46.tar.gz", hash = "sha256:707b10470b6fba199a9e75f77e9f7ea0bbd7d6db593aa95daefe7d477b25a9e5"},
+    {file = "llama_index-0.9.48-py3-none-any.whl", hash = "sha256:56aa406d39e7ca53a5d990b55d69901fbb9eddc9af6a40950367dc5d734f6283"},
+    {file = "llama_index-0.9.48.tar.gz", hash = "sha256:c50d02ac8c7e4ff9fb41f0860391fe0020ad8a3d7c30048db52d17d8be654bf3"},
 ]
 
 [package.dependencies]
@@ -2520,6 +2620,30 @@ html5 = ["html5lib"]
 htmlsoup = ["BeautifulSoup4"]
 source = ["Cython (>=3.0.7)"]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+]
+
+[package.dependencies]
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
 [[package]]
 name = "markupsafe"
 version = "2.1.5"
@@ -2609,6 +2733,17 @@ docs = ["alabaster (==0.7.15)", "autodocsumm (==0.2.12)", "sphinx (==7.2.6)", "s
 lint = ["pre-commit (>=2.4,<4.0)"]
 tests = ["pytest", "pytz", "simplejson"]
 
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
+    {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
+]
+
 [[package]]
 name = "more-itertools"
 version = "10.2.0"
@@ -3005,6 +3140,101 @@ typing-extensions = ">=4.7,<5"
 [package.extras]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
+[[package]]
+name = "opentelemetry-api"
+version = "1.22.0"
+description = "OpenTelemetry Python API"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "opentelemetry_api-1.22.0-py3-none-any.whl", hash = "sha256:43621514301a7e9f5d06dd8013a1b450f30c2e9372b8e30aaeb4562abf2ce034"},
+    {file = "opentelemetry_api-1.22.0.tar.gz", hash = "sha256:15ae4ca925ecf9cfdfb7a709250846fbb08072260fca08ade78056c502b86bed"},
+]
+
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 crashtest = ">=0.4.1,<0.5.0"
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 [[package]]
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-[package.source]
-type = "git"
-url = "https://github.com/gnosis/prediction-market-agent-tooling.git"
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-resolved_reference = "02edbf4ec4c3bdc6a4f183535cb48ec2873676c7"
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 [[package]]
 name = "proto-plus"
@@ -3276,22 +3594,22 @@ testing = ["google-api-core[grpc] (>=1.31.5)"]
 
 [[package]]
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-version = "4.25.2"
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 python-versions = ">=3.8"
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+]
+
+[package.dependencies]
+numpy = ">=1.16.6,<2"
+
 [[package]]
 name = "pyasn1"
 version = "0.5.1"
@@ -3332,13 +3698,13 @@ pyasn1 = ">=0.4.6,<0.6.0"
 
 [[package]]
 name = "pyautogen"
-version = "0.2.12"
+version = "0.2.14"
 description = "Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework"
 optional = false
 python-versions = ">=3.8,<3.13"
 files = [
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 ]
 
 [package.dependencies]
@@ -3355,6 +3721,7 @@ tiktoken = "*"
 autobuild = ["chromadb", "huggingface-hub", "sentence-transformers"]
 blendsearch = ["flaml[blendsearch]"]
 graph = ["matplotlib", "networkx"]
+ipython = ["ipykernel (>=6.29.0)", "jupyter-client (>=8.6.0)"]
 lmm = ["pillow", "replicate"]
 mathchat = ["pydantic (==1.10.9)", "sympy", "wolframalpha"]
 redis = ["redis"]
@@ -3527,19 +3894,42 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.1.0"
+version = "2.2.1"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pydantic_settings-2.2.1.tar.gz", hash = "sha256:00b9f6a5e95553590434c0fa01ead0b216c3e10bc54ae02e37f359948643c5ed"},
 ]
 
 [package.dependencies]
 pydantic = ">=2.3.0"
 python-dotenv = ">=0.21.0"
 
+[package.extras]
+toml = ["tomli (>=2.0.1)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
+[[package]]
+name = "pydeck"
+version = "0.8.0"
+description = "Widget for deck.gl maps"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "pydeck-0.8.0.tar.gz", hash = "sha256:07edde833f7cfcef6749124351195aa7dcd24663d4909fd7898dbd0b6fbc01ec"},
+]
+
+[package.dependencies]
+jinja2 = ">=2.10.1"
+numpy = ">=1.16.4"
+
+[package.extras]
+carto = ["pydeck-carto"]
+jupyter = ["ipykernel (>=5.1.2)", "ipython (>=5.8.0)", "ipywidgets (>=7,<8)", "traitlets (>=4.3.2)"]
+
 [[package]]
 name = "pyflakes"
 version = "3.2.0"
@@ -3551,6 +3941,21 @@ files = [
     {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
 ]
 
+[[package]]
+name = "pygments"
+version = "2.17.2"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+plugins = ["importlib-metadata"]
+windows-terminal = ["colorama (>=0.4.6)"]
+
 [[package]]
 name = "pyproject-hooks"
 version = "1.0.0"
@@ -3567,13 +3972,13 @@ tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "pytest"
-version = "8.0.0"
+version = "8.0.1"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3951,13 +4356,13 @@ files = [
 
 [[package]]
 name = "replicate"
-version = "0.23.1"
+version = "0.24.0"
 description = "Python client for Replicate"
 optional = false
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+[[package]]
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+
+[package.extras]
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+    {file = "SQLAlchemy-2.0.27-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:33e8bde8fff203de50399b9039c4e14e42d4d227759155c21f8da4a47fc8053c"},
+    {file = "SQLAlchemy-2.0.27-cp39-cp39-win32.whl", hash = "sha256:d873c21b356bfaf1589b89090a4011e6532582b3a8ea568a00e0c3aab09399dd"},
+    {file = "SQLAlchemy-2.0.27-cp39-cp39-win_amd64.whl", hash = "sha256:ff2f1b7c963961d41403b650842dc2039175b906ab2093635d8319bef0b7d620"},
+    {file = "SQLAlchemy-2.0.27-py3-none-any.whl", hash = "sha256:1ab4e0448018d01b142c916cc7119ca573803a4745cfe341b8f95657812700ac"},
+    {file = "SQLAlchemy-2.0.27.tar.gz", hash = "sha256:86a6ed69a71fe6b88bf9331594fa390a2adda4a49b5c06f98e47bf0d392534f8"},
 ]
 
 [package.dependencies]
@@ -4310,6 +4828,59 @@ postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
 pymysql = ["pymysql"]
 sqlcipher = ["sqlcipher3_binary"]
 
+[[package]]
+name = "streamlit"
+version = "1.31.1"
+description = "A faster way to build and share data apps"
+optional = false
+python-versions = ">=3.8, !=3.9.7"
+files = [
+    {file = "streamlit-1.31.1-py2.py3-none-any.whl", hash = "sha256:a1a84249f7a9b854fe356db06c85dc03c3f9da4df06a33aa5a922647b955e8c8"},
+    {file = "streamlit-1.31.1.tar.gz", hash = "sha256:dfc43ca85b4b4c31d097c27b983b8ccc960222ad907862b2b2fb4ddf04c50fdc"},
+]
+
+[package.dependencies]
+altair = ">=4.0,<6"
+blinker = ">=1.0.0,<2"
+cachetools = ">=4.0,<6"
+click = ">=7.0,<9"
+gitpython = ">=3.0.7,<3.1.19 || >3.1.19,<4"
+importlib-metadata = ">=1.4,<8"
+numpy = ">=1.19.3,<2"
+packaging = ">=16.8,<24"
+pandas = ">=1.3.0,<3"
+pillow = ">=7.1.0,<11"
+protobuf = ">=3.20,<5"
+pyarrow = ">=7.0"
+pydeck = ">=0.8.0b4,<1"
+python-dateutil = ">=2.7.3,<3"
+requests = ">=2.27,<3"
+rich = ">=10.14.0,<14"
+tenacity = ">=8.1.0,<9"
+toml = ">=0.10.1,<2"
+tornado = ">=6.0.3,<7"
+typing-extensions = ">=4.3.0,<5"
+tzlocal = ">=1.1,<6"
+validators = ">=0.2,<1"
+watchdog = {version = ">=2.1.5", markers = "platform_system != \"Darwin\""}
+
+[package.extras]
+snowflake = ["snowflake-connector-python (>=2.8.0)", "snowflake-snowpark-python (>=0.9.0)"]
+
+[[package]]
+name = "tabulate"
+version = "0.9.0"
+description = "Pretty-print tabular data"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
+    {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
+]
+
+[package.extras]
+widechars = ["wcwidth"]
+
 [[package]]
 name = "tenacity"
 version = "8.2.3"
@@ -4338,6 +4909,17 @@ files = [
 [package.extras]
 tests = ["pytest", "pytest-cov"]
 
+[[package]]
+name = "threadpoolctl"
+version = "3.3.0"
+description = "threadpoolctl"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "threadpoolctl-3.3.0-py3-none-any.whl", hash = "sha256:6155be1f4a39f31a18ea70f94a77e0ccd57dced08122ea61109e7da89883781e"},
+    {file = "threadpoolctl-3.3.0.tar.gz", hash = "sha256:5dac632b4fa2d43f42130267929af3ba01399ef4bd1882918e92dbc30365d30c"},
+]
+
 [[package]]
 name = "tiktoken"
 version = "0.5.2"
@@ -4390,6 +4972,17 @@ requests = ">=2.26.0"
 [package.extras]
 blobfile = ["blobfile (>=2)"]
 
+[[package]]
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
+    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
+]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -4423,6 +5016,26 @@ files = [
     {file = "toolz-0.12.1.tar.gz", hash = "sha256:ecca342664893f177a13dac0e6b41cbd8ac25a358e5f215316d43e2100224f4d"},
 ]
 
+[[package]]
+name = "tornado"
+version = "6.4"
+description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
+optional = false
+python-versions = ">= 3.8"
+files = [
+    {file = "tornado-6.4-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:02ccefc7d8211e5a7f9e8bc3f9e5b0ad6262ba2fbb683a6443ecc804e5224ce0"},
+    {file = "tornado-6.4-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:27787de946a9cffd63ce5814c33f734c627a87072ec7eed71f7fc4417bb16263"},
+    {file = "tornado-6.4-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f7894c581ecdcf91666a0912f18ce5e757213999e183ebfc2c3fdbf4d5bd764e"},
+    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e43bc2e5370a6a8e413e1e1cd0c91bedc5bd62a74a532371042a18ef19e10579"},
+    {file = "tornado-6.4-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f0251554cdd50b4b44362f73ad5ba7126fc5b2c2895cc62b14a1c2d7ea32f212"},
+    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:fd03192e287fbd0899dd8f81c6fb9cbbc69194d2074b38f384cb6fa72b80e9c2"},
+    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:88b84956273fbd73420e6d4b8d5ccbe913c65d31351b4c004ae362eba06e1f78"},
+    {file = "tornado-6.4-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:71ddfc23a0e03ef2df1c1397d859868d158c8276a0603b96cf86892bff58149f"},
+    {file = "tornado-6.4-cp38-abi3-win32.whl", hash = "sha256:6f8a6c77900f5ae93d8b4ae1196472d0ccc2775cc1dfdc9e7727889145c45052"},
+    {file = "tornado-6.4-cp38-abi3-win_amd64.whl", hash = "sha256:10aeaa8006333433da48dec9fe417877f8bcc21f48dda8d661ae79da357b2a63"},
+    {file = "tornado-6.4.tar.gz", hash = "sha256:72291fa6e6bc84e626589f1c29d90a5a6d593ef5ae68052ee2ef000dfd273dee"},
+]
+
 [[package]]
 name = "tqdm"
 version = "4.66.2"
@@ -4475,15 +5088,26 @@ dev = ["autoflake (>=1.3.1,<2.0.0)", "flake8 (>=3.8.3,<4.0.0)", "pre-commit (>=2
 doc = ["cairosvg (>=2.5.2,<3.0.0)", "mdx-include (>=1.4.1,<2.0.0)", "mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=8.1.4,<9.0.0)", "pillow (>=9.3.0,<10.0.0)"]
 test = ["black (>=22.3.0,<23.0.0)", "coverage (>=6.2,<7.0)", "isort (>=5.0.6,<6.0.0)", "mypy (==0.910)", "pytest (>=4.4.0,<8.0.0)", "pytest-cov (>=2.10.0,<5.0.0)", "pytest-sugar (>=0.9.4,<0.10.0)", "pytest-xdist (>=1.32.0,<4.0.0)", "rich (>=10.11.0,<14.0.0)", "shellingham (>=1.3.0,<2.0.0)"]
 
+[[package]]
+name = "types-pytz"
+version = "2024.1.0.20240203"
+description = "Typing stubs for pytz"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "types-pytz-2024.1.0.20240203.tar.gz", hash = "sha256:c93751ee20dfc6e054a0148f8f5227b9a00b79c90a4d3c9f464711a73179c89e"},
+    {file = "types_pytz-2024.1.0.20240203-py3-none-any.whl", hash = "sha256:9679eef0365db3af91ef7722c199dbb75ee5c1b67e3c4dd7bfbeb1b8a71c21a3"},
+]
+
 [[package]]
 name = "types-requests"
-version = "2.31.0.20240125"
+version = "2.31.0.20240218"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-requests-2.31.0.20240125.tar.gz", hash = "sha256:03a28ce1d7cd54199148e043b2079cdded22d6795d19a2c2a6791a4b2b5e2eb5"},
-    {file = "types_requests-2.31.0.20240125-py3-none-any.whl", hash = "sha256:9592a9a4cb92d6d75d9b491a41477272b710e021011a2a3061157e2fb1f1a5d1"},
+    {file = "types-requests-2.31.0.20240218.tar.gz", hash = "sha256:f1721dba8385958f504a5386240b92de4734e047a08a40751c1654d1ac3349c5"},
+    {file = "types_requests-2.31.0.20240218-py3-none-any.whl", hash = "sha256:a82807ec6ddce8f00fe0e949da6d6bc1fbf1715420218a9640d695f70a9e5a9b"},
 ]
 
 [package.dependencies]
@@ -4517,24 +5141,41 @@ typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "tzdata"
-version = "2023.4"
+version = "2024.1"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 files = [
-    {file = "tzdata-2023.4-py2.py3-none-any.whl", hash = "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3"},
-    {file = "tzdata-2023.4.tar.gz", hash = "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"},
+    {file = "tzdata-2024.1-py2.py3-none-any.whl", hash = "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"},
+    {file = "tzdata-2024.1.tar.gz", hash = "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd"},
+]
+
+[[package]]
+name = "tzlocal"
+version = "5.2"
+description = "tzinfo object for the local timezone"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tzlocal-5.2-py3-none-any.whl", hash = "sha256:49816ef2fe65ea8ac19d19aa7a1ae0551c834303d5014c6d5a62e4cbda8047b8"},
+    {file = "tzlocal-5.2.tar.gz", hash = "sha256:8d399205578f1a9342816409cc1e46a93ebd5755e39ea2d85334bea911bf0e6e"},
 ]
 
+[package.dependencies]
+tzdata = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"]
+
 [[package]]
 name = "urllib3"
-version = "2.2.0"
+version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.0-py3-none-any.whl", hash = "sha256:ce3711610ddce217e6d113a2732fafad960a03fd0318c91faa79481e35c11224"},
-    {file = "urllib3-2.2.0.tar.gz", hash = "sha256:051d961ad0c62a94e50ecf1af379c3aba230c66c710493493560c0c223c49f20"},
+    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
+    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
 ]
 
 [package.extras]
@@ -4543,15 +5184,37 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "validators"
+version = "0.22.0"
+description = "Python Data Validation for Humans™"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "validators-0.22.0-py3-none-any.whl", hash = "sha256:61cf7d4a62bbae559f2e54aed3b000cea9ff3e2fdbe463f51179b92c58c9585a"},
+    {file = "validators-0.22.0.tar.gz", hash = "sha256:77b2689b172eeeb600d9605ab86194641670cdb73b60afd577142a9397873370"},
+]
+
+[package.extras]
+docs-offline = ["myst-parser (>=2.0.0)", "pypandoc-binary (>=1.11)", "sphinx (>=7.1.1)"]
+docs-online = ["mkdocs (>=1.5.2)", "mkdocs-git-revision-date-localized-plugin (>=1.2.0)", "mkdocs-material (>=9.2.6)", "mkdocstrings[python] (>=0.22.0)", "pyaml (>=23.7.0)"]
+hooks = ["pre-commit (>=3.3.3)"]
+package = ["build (>=1.0.0)", "twine (>=4.0.2)"]
+runner = ["tox (>=4.11.1)"]
+sast = ["bandit[toml] (>=1.7.5)"]
+testing = ["pytest (>=7.4.0)"]
+tooling = ["black (>=23.7.0)", "pyright (>=1.1.325)", "ruff (>=0.0.287)"]
+tooling-extras = ["pyaml (>=23.7.0)", "pypandoc-binary (>=1.11)", "pytest (>=7.4.0)"]
+
 [[package]]
 name = "virtualenv"
-version = "20.25.0"
+version = "20.25.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "virtualenv-20.25.0-py3-none-any.whl", hash = "sha256:4238949c5ffe6876362d9c0180fc6c3a824a7b12b80604eeb8085f2ed7460de3"},
-    {file = "virtualenv-20.25.0.tar.gz", hash = "sha256:bf51c0d9c7dd63ea8e44086fa1e4fb1093a31e963b86959257378aef020e1f1b"},
+    {file = "virtualenv-20.25.1-py3-none-any.whl", hash = "sha256:961c026ac520bac5f69acb8ea063e8a4f071bcc9457b9c1f28f6b085c511583a"},
+    {file = "virtualenv-20.25.1.tar.gz", hash = "sha256:e08e13ecdca7a0bd53798f356d5831434afa5b07b93f0abdf0797b7a06ffe197"},
 ]
 
 [package.dependencies]
@@ -5020,5 +5683,5 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.9,<3.10"
-content-hash = "eb4f86cc45ef2e410b05a046f2e08e1d96db537e15d2322663d8667d894a105c"
+python-versions = "~3.10.0"
+content-hash = "b048c95c66125788554b431580ab67469d71259c6705e021e9281c91d5ae02b0"
diff --git a/prediction_market_agent/agents/abstract.py b/prediction_market_agent/agents/abstract.py
index 416f5d78..d6c1ee18 100644
--- a/prediction_market_agent/agents/abstract.py
+++ b/prediction_market_agent/agents/abstract.py
@@ -1,4 +1,4 @@
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 
 
 class AbstractAgent:
diff --git a/prediction_market_agent/agents/always_yes.py b/prediction_market_agent/agents/always_yes.py
index 0392b6d7..730fdce5 100644
--- a/prediction_market_agent/agents/always_yes.py
+++ b/prediction_market_agent/agents/always_yes.py
@@ -1,4 +1,4 @@
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 
 from prediction_market_agent.agents.abstract import AbstractAgent
 
diff --git a/prediction_market_agent/agents/autogen_agent.py b/prediction_market_agent/agents/autogen_agent.py
index a96a8d71..6dc66270 100644
--- a/prediction_market_agent/agents/autogen_agent.py
+++ b/prediction_market_agent/agents/autogen_agent.py
@@ -3,7 +3,7 @@
 
 import autogen
 from autogen.agentchat.contrib.gpt_assistant_agent import GPTAssistantAgent
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 
 from prediction_market_agent import utils
 from prediction_market_agent.agents.abstract import AbstractAgent
diff --git a/prediction_market_agent/agents/crewai_agent.py b/prediction_market_agent/agents/crewai_agent.py
index 82edf7fa..1e8077c6 100644
--- a/prediction_market_agent/agents/crewai_agent.py
+++ b/prediction_market_agent/agents/crewai_agent.py
@@ -1,7 +1,7 @@
 import json
 
 from langchain_community.tools import DuckDuckGoSearchRun
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 
 from prediction_market_agent.agents.abstract import AbstractAgent
 
diff --git a/prediction_market_agent/agents/custom_agent.py b/prediction_market_agent/agents/custom_agent.py
index 3ead855a..69dea900 100644
--- a/prediction_market_agent/agents/custom_agent.py
+++ b/prediction_market_agent/agents/custom_agent.py
@@ -2,7 +2,7 @@
 from typing import Optional
 
 import requests
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 from prediction_market_agent_tooling.tools.utils import (
     check_not_none,
     should_not_happen,
@@ -118,7 +118,7 @@ def answer_binary_market(self, market: AgentMarket) -> bool:
             elif tool_name := completion_dict.get("tool_name"):
                 tool_params = completion_dict.get("tool_params")
                 self.verbose_print(f"Agent: Using {tool_name=} with {tool_params=}.")
-                tool_output = (
+                tool_output = (  # type: ignore # Untyped for the sake of simplicity when the LLM is used.
                     self.google_search
                     if tool_name == "GoogleSearchTool"
                     else (
@@ -126,7 +126,9 @@ def answer_binary_market(self, market: AgentMarket) -> bool:
                         if tool_name == "WebScrapingTool"
                         else should_not_happen("Unknown tool requested from the LLM.")
                     )
-                )(**tool_params)
+                )(
+                    **tool_params
+                )
                 self.verbose_print(f"Tool: {tool_name=} returns {tool_output=}.")
                 messages.append(
                     Message(
diff --git a/prediction_market_agent/agents/langchain_agent.py b/prediction_market_agent/agents/langchain_agent.py
index 400b2542..bae9964b 100644
--- a/prediction_market_agent/agents/langchain_agent.py
+++ b/prediction_market_agent/agents/langchain_agent.py
@@ -1,6 +1,6 @@
 from langchain.agents import AgentType, initialize_agent, load_tools
 from langchain_community.llms import OpenAI
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 
 from prediction_market_agent import utils
 from prediction_market_agent.agents.abstract import AbstractAgent
@@ -13,7 +13,9 @@ def __init__(self) -> None:
         # Can use pre-defined search tool
         # TODO: Tavily tool could give better results
         # https://docs.tavily.com/docs/tavily-api/langchain
-        tools = load_tools(["serpapi", "llm-math"], llm=llm, serpapi_api_key=keys.serp)
+        tools = load_tools(
+            ["serpapi", "llm-math"], llm=llm, serpapi_api_key=keys.serp_api_key
+        )
         self._agent = initialize_agent(
             tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True
         )
diff --git a/prediction_market_agent/agents/llamaindex_agent.py b/prediction_market_agent/agents/llamaindex_agent.py
index 1da3dca5..6cce6323 100644
--- a/prediction_market_agent/agents/llamaindex_agent.py
+++ b/prediction_market_agent/agents/llamaindex_agent.py
@@ -1,7 +1,7 @@
 from llama_index.agent import OpenAIAgent
 from llama_index.llms import OpenAI
 from llama_index.tools import FunctionTool
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 
 from prediction_market_agent import utils
 from prediction_market_agent.agents.abstract import AbstractAgent
diff --git a/prediction_market_agent/agents/metagpt_agent.py b/prediction_market_agent/agents/metagpt_agent.py
index 6cb9a570..df9972c0 100644
--- a/prediction_market_agent/agents/metagpt_agent.py
+++ b/prediction_market_agent/agents/metagpt_agent.py
@@ -3,7 +3,7 @@
 import os
 
 import dotenv
-from prediction_market_agent_tooling.markets.data_models import AgentMarket
+from prediction_market_agent_tooling.markets.agent_market import AgentMarket
 from prediction_market_agent_tooling.tools.utils import check_not_none
 
 from prediction_market_agent.agents.abstract import AbstractAgent
diff --git a/prediction_market_agent/tools/betting_strategies.py b/prediction_market_agent/tools/betting_strategies.py
index 86725b0d..613ab360 100644
--- a/prediction_market_agent/tools/betting_strategies.py
+++ b/prediction_market_agent/tools/betting_strategies.py
@@ -6,8 +6,9 @@
 from prediction_market_agent_tooling.gtypes import Probability, wei_type, xDai
 from prediction_market_agent_tooling.markets.data_models import BetAmount, Currency
 from prediction_market_agent_tooling.markets.markets import MarketType
-from prediction_market_agent_tooling.markets.omen import (
-    OmenMarket,
+from prediction_market_agent_tooling.markets.omen.data_models import OmenMarket
+from prediction_market_agent_tooling.markets.omen.omen import (
+    OmenAgentMarket,
     omen_calculate_buy_amount,
 )
 from prediction_market_agent_tooling.tools.gnosis_rpc import GNOSIS_RPC_URL
@@ -57,6 +58,7 @@ def get_market_moving_bet(
     new_product - fixed_product = dx * na_y
     dx = (new_product - fixed_product) / na_y
     """
+    market_agent = OmenAgentMarket.from_data_model(market)
     amounts = market.outcomeTokenAmounts
     prices = check_not_none(
         market.outcomeTokenProbabilities, "No probabilities, is marked closed?"
@@ -98,7 +100,7 @@ def get_market_moving_bet(
         if check_vs_contract:
             expected_trade = omen_calculate_buy_amount(
                 web3=Web3(Web3.HTTPProvider(GNOSIS_RPC_URL)),
-                market=market,
+                market=market_agent,
                 investment_amount=wei_type(bet_amount),
                 outcome_index=bet_outcome_index,
             )
@@ -114,7 +116,7 @@ def get_market_moving_bet(
         if verbose:
             outcome = market.get_outcome_str(bet_outcome_index)
             print(
-                f"Target p_yes: {target_p_yes:.2f}, bet: {wei_to_xdai(bet_amount_wei):.2f}{market.BET_AMOUNT_CURRENCY} for {outcome}, new p_yes: {new_p_yes:.2f}"
+                f"Target p_yes: {target_p_yes:.2f}, bet: {wei_to_xdai(bet_amount_wei):.2f}{market_agent.currency} for {outcome}, new p_yes: {new_p_yes:.2f}"
             )
         if abs(target_p_yes - new_p_yes) < 0.01:
             break
diff --git a/prediction_market_agent/tools/google_search.py b/prediction_market_agent/tools/google_search.py
index b8df9c9a..edc6585e 100644
--- a/prediction_market_agent/tools/google_search.py
+++ b/prediction_market_agent/tools/google_search.py
@@ -4,7 +4,7 @@
 
 
 def google_search(query: str) -> list[str]:
-    params = {"q": query, "api_key": utils.APIKeys().serp, "num": 4}
+    params = {"q": query, "api_key": utils.APIKeys().serp_api_key, "num": 4}
     search = serpapi.GoogleSearch(params)
     urls = [result["link"] for result in search.get_dict()["organic_results"]]
     return urls
diff --git a/prediction_market_agent/utils.py b/prediction_market_agent/utils.py
index 07f0a8b3..570c580c 100644
--- a/prediction_market_agent/utils.py
+++ b/prediction_market_agent/utils.py
@@ -13,13 +13,13 @@ class APIKeys(APIKeysBase):
 
     @property
     def serp_api_key(self) -> str:
-        return check_not_none(  # type: ignore  # Remove once PMAT is correctly released and this doesn't ignore his typing.
+        return check_not_none(
             self.SERP_API_KEY, "SERP_API_KEY missing in the environment."
         )
 
     @property
     def openai_api_key(self) -> str:
-        return check_not_none(  # type: ignore  # Remove once PMAT is correctly released and this doesn't ignore his typing.
+        return check_not_none(
             self.OPENAI_API_KEY, "OPENAI_API_KEY missing in the environment."
         )
 
@@ -34,7 +34,7 @@ def get_market_prompt(question: str) -> str:
 
 
 def parse_result_to_boolean(result: str) -> bool:
-    return (  # type: ignore  # Remove once PMAT is correctly released and this doesn't ignore his typing.
+    return (
         True
         if result.lower() == "yes"
         else (
diff --git a/pyproject.toml b/pyproject.toml
index a258f696..3eb4ee58 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["Gnosis"]
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = ">=3.9,<3.10"
+python = "~3.10.0"
 python-dotenv = "*"
 openai = "*"
 langchain = "~0.1.1"
@@ -35,8 +35,7 @@ poetry = "^1.7.1"
 poetry-plugin-export = "^1.6.0"
 functions-framework = "^3.5.0"
 cron-validator = "^1.0.8"
-# TODO: Change to the correct version once it's released.
-prediction-market-agent-tooling = { git = "https://github.com/gnosis/prediction-market-agent-tooling.git", branch = "peter/fix-apikeys" }
+prediction-market-agent-tooling = "0.2.6"
 pydantic-settings = "^2.1.0"
 autoflake = "^2.2.1"
 isort = "^5.13.2"
diff --git a/tests/tools/test_betting_strategies.py b/tests/tools/test_betting_strategies.py
index b68dd6f7..8ca9dc4f 100644
--- a/tests/tools/test_betting_strategies.py
+++ b/tests/tools/test_betting_strategies.py
@@ -11,7 +11,7 @@
     xDai,
     xdai_type,
 )
-from prediction_market_agent_tooling.markets.markets import omen
+from prediction_market_agent_tooling.markets.omen import omen
 
 from prediction_market_agent.tools.betting_strategies import (
     get_kelly_criterion_bet,
@@ -59,7 +59,7 @@ def test_get_market_moving_bet_0(
         float(expected_buying_xdai_amount),
         atol=2.0,  # We don't expect it to be 100% accurate, but close enough.
     ), f"To move this martket to ~{wanted_p_yes_on_the_market}% for yes, the amount should be {expected_buying_xdai_amount}xDai, according to aiomen website."
-    assert outcome_index == TEST_OMEN_MARKET.get_outcome_index(
+    assert outcome_index == TEST_OMEN_MARKET.outcomes.index(
         expected_buying_outcome
     ), f"The buying outcome index should `{expected_buying_outcome}`."
 
@@ -79,4 +79,4 @@ def test_kelly_criterion_bet_0(est_p_yes: Probability, expected_outcome: str) ->
     )
     # Kelly estimates the best bet for maximizing the expected value of the logarithm of the wealth.
     # We don't know the real best xdai_amount, but at least we know which outcome index makes sense.
-    assert outcome_index == TEST_OMEN_MARKET.get_outcome_index(expected_outcome)
+    assert outcome_index == TEST_OMEN_MARKET.outcomes.index(expected_outcome)