From 336352592308071410a08a90ea431f67c6e6d94f Mon Sep 17 00:00:00 2001
From: vintro <vince@plasticlabs.ai>
Date: Tue, 14 May 2024 15:43:00 -0400
Subject: [PATCH] ready for testing

---
 poetry.lock    | 1945 ++++++++++++------------------------------------
 pyproject.toml |    5 +-
 src/agent.py   |   55 +-
 src/deriver.py |  155 ++--
 4 files changed, 568 insertions(+), 1592 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 1bed420..ff6af70 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,122 +1,9 @@
-# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
-
-[[package]]
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-version = "3.9.3"
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-category = "main"
-optional = false
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-
-[package.dependencies]
-aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
-attrs = ">=17.3.0"
-frozenlist = ">=1.1.1"
-multidict = ">=4.5,<7.0"
-yarl = ">=1.0,<2.0"
-
-[package.extras]
-speedups = ["Brotli", "aiodns", "brotlicffi"]
-
-[[package]]
-name = "aiosignal"
-version = "1.3.1"
-description = "aiosignal: a list of registered asynchronous callbacks"
-category = "main"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
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-]
-
-[package.dependencies]
-frozenlist = ">=1.1.0"
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
 version = "0.6.0"
 description = "Reusable constraint types to use with typing.Annotated"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -124,14 +11,10 @@ files = [
     {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
-
 [[package]]
 name = "anyio"
 version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -152,14 +35,13 @@ trio = ["trio (>=0.23)"]
 
 [[package]]
 name = "asgiref"
-version = "3.7.2"
+version = "3.8.1"
 description = "ASGI specs, helper code, and adapters"
-category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
+    {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
 ]
 
 [package.dependencies]
@@ -168,72 +50,10 @@ typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
 [package.extras]
 tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
 
-[[package]]
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-
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 version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
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 optional = false
 python-versions = ">=3.6"
 files = [
@@ -245,7 +65,6 @@ files = [
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 version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
-category = "main"
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 python-versions = ">=3.7.0"
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 description = "Composable command line interface toolkit"
-category = "main"
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 python-versions = ">=3.7"
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@@ -360,7 +178,6 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
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 version = "0.4.6"
 description = "Cross-platform colored terminal text."
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
@@ -368,27 +185,10 @@ files = [
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 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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@@ -406,7 +206,6 @@ dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "sphinx (<2)", "tox"]
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 version = "1.9.0"
 description = "Distro - an OS platform information API"
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 python-versions = ">=3.6"
 files = [
@@ -414,16 +213,26 @@ files = [
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+[[package]]
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+version = "0.15"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+optional = false
+python-versions = ">=3.6,<4.0"
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+
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+version = "1.2.1"
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-category = "main"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
@@ -433,7 +242,6 @@ test = ["pytest (>=6)"]
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 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
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 optional = false
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@@ -451,14 +259,13 @@ all = ["email-validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)"
 
 [[package]]
 name = "fastapi-pagination"
-version = "0.12.19"
+version = "0.12.24"
 description = "FastAPI pagination"
-category = "main"
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-python-versions = ">=3.8,<4.0"
+python-versions = "<4.0,>=3.8"
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 [package.dependencies]
@@ -483,103 +290,15 @@ sqlalchemy = ["SQLAlchemy (>=1.3.20)", "sqlakeyset (>=2.0.1680321678,<3.0.0)"]
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@@ -592,7 +311,6 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 name = "greenlet"
 version = "3.0.3"
 description = "Lightweight in-process concurrent programming"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -662,76 +380,66 @@ test = ["objgraph", "psutil"]
 
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 ]
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.62.0)"]
+protobuf = ["grpcio-tools (>=1.63.0)"]
 
 [[package]]
 name = "h11"
 version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -741,14 +449,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.4"
+version = "1.0.5"
 description = "A minimal low-level HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -758,14 +465,13 @@ h11 = ">=0.13,<0.15"
 [package.extras]
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
-trio = ["trio (>=0.22.0,<0.25.0)"]
+socks = ["socksio (==1.*)"]
+trio = ["trio (>=0.22.0,<0.26.0)"]
 
 [[package]]
 name = "httptools"
 version = "0.6.1"
 description = "A collection of framework independent HTTP protocol utils."
-category = "main"
 optional = false
 python-versions = ">=3.8.0"
 files = [
@@ -814,7 +520,6 @@ test = ["Cython (>=0.29.24,<0.30.0)"]
 name = "httpx"
 version = "0.27.0"
 description = "The next generation HTTP client."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -825,33 +530,31 @@ files = [
 [package.dependencies]
 anyio = "*"
 certifi = "*"
-httpcore = ">=1.0.0,<2.0.0"
+httpcore = "==1.*"
 idna = "*"
 sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
-cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
-socks = ["socksio (>=1.0.0,<2.0.0)"]
+socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "idna"
-version = "3.6"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "main"
 optional = false
 python-versions = ">=3.5"
 files = [
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 ]
 
 [[package]]
 name = "importlib-metadata"
 version = "6.11.0"
 description = "Read metadata from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -869,14 +572,13 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.2"
+version = "6.4.0"
 description = "Read resources from Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -884,197 +586,23 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
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-
-[[package]]
-name = "jsonpatch"
-version = "1.33"
-description = "Apply JSON-Patches (RFC 6902)"
-category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
-files = [
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-
-[package.dependencies]
-jsonpointer = ">=1.9"
-
-[[package]]
-name = "jsonpointer"
-version = "2.4"
-description = "Identify specific nodes in a JSON document (RFC 6901)"
-category = "main"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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-
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-version = "0.1.12"
-description = "Building applications with LLMs through composability"
-category = "main"
-optional = false
-python-versions = ">=3.8.1,<4.0"
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-
-[package.dependencies]
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-langchain-core = ">=0.1.31,<0.2.0"
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-numpy = ">=1,<2"
-pydantic = ">=1,<3"
-PyYAML = ">=5.3"
-requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<9.0.0"
-
-[package.extras]
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 [package.dependencies]
@@ -1287,7 +720,6 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 name = "opentelemetry-api"
 version = "1.23.0"
 description = "OpenTelemetry Python API"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1303,7 +735,6 @@ importlib-metadata = ">=6.0,<7.0"
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 version = "1.23.0"
 description = "OpenTelemetry Collector Exporters"
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 optional = false
 python-versions = ">=3.8"
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@@ -1319,7 +750,6 @@ opentelemetry-exporter-otlp-proto-http = "1.23.0"
 name = "opentelemetry-exporter-otlp-proto-common"
 version = "1.23.0"
 description = "OpenTelemetry Protobuf encoding"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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@@ -1334,7 +764,6 @@ opentelemetry-proto = "1.23.0"
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 version = "1.23.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
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 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1358,7 +787,6 @@ test = ["pytest-grpc"]
 name = "opentelemetry-exporter-otlp-proto-http"
 version = "1.23.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1382,7 +810,6 @@ test = ["responses (>=0.22.0,<0.25)"]
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 version = "0.44b0"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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@@ -1399,7 +826,6 @@ wrapt = ">=1.0.0,<2.0.0"
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 version = "0.44b0"
 description = "ASGI instrumentation for OpenTelemetry"
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 python-versions = ">=3.8"
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 version = "0.44b0"
 description = "OpenTelemetry FastAPI Instrumentation"
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 python-versions = ">=3.8"
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 name = "opentelemetry-instrumentation-logging"
 version = "0.44b0"
 description = "OpenTelemetry Logging instrumentation"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1464,7 +888,6 @@ test = ["opentelemetry-test-utils (==0.44b0)"]
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 version = "0.44b0"
 description = "OpenTelemetry SQLAlchemy instrumentation"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1487,7 +910,6 @@ test = ["opentelemetry-instrumentation-sqlalchemy[instruments]", "opentelemetry-
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 version = "1.23.0"
 description = "OpenTelemetry Python Proto"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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 version = "1.23.0"
 description = "OpenTelemetry Python SDK"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1519,7 +940,6 @@ typing-extensions = ">=3.7.4"
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 version = "0.44b0"
 description = "OpenTelemetry Semantic Conventions"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -1531,7 +951,6 @@ files = [
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 version = "0.44b0"
 description = "Web util for OpenTelemetry"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 name = "protobuf"
 version = "4.25.3"
 description = ""
-category = "main"
 optional = false
 python-versions = ">=3.8"
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-c = ["psycopg-c (==3.1.18)"]
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 typing-extensions = ">=4.6.1"
 
 [package.extras]
@@ -1769,91 +1119,90 @@ email = ["email-validator (>=2.0.0)"]
 
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 [package.dependencies]
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 version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
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 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 name = "python-dotenv"
 version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
 cli = ["click (>=5.0)"]
 
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+websockets = ">=11,<13"
 
 [[package]]
 name = "requests"
 version = "2.31.0"
 description = "Python HTTP for Humans."
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2083,14 +1275,13 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
 [[package]]
 name = "sentry-sdk"
-version = "1.40.6"
+version = "1.45.0"
 description = "Python client for Sentry (https://sentry.io)"
-category = "main"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -2106,6 +1297,7 @@ asyncpg = ["asyncpg (>=0.23)"]
 beam = ["apache-beam (>=2.12)"]
 bottle = ["bottle (>=0.12.13)"]
 celery = ["celery (>=3)"]
+celery-redbeat = ["celery-redbeat (>=2)"]
 chalice = ["chalice (>=1.16.0)"]
 clickhouse-driver = ["clickhouse-driver (>=0.2.0)"]
 django = ["django (>=1.8)"]
@@ -2116,9 +1308,10 @@ grpcio = ["grpcio (>=1.21.1)"]
 httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
 loguru = ["loguru (>=0.5)"]
+openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
 opentelemetry = ["opentelemetry-distro (>=0.35b0)"]
 opentelemetry-experimental = ["opentelemetry-distro (>=0.40b0,<1.0)", "opentelemetry-instrumentation-aiohttp-client (>=0.40b0,<1.0)", "opentelemetry-instrumentation-django (>=0.40b0,<1.0)", "opentelemetry-instrumentation-fastapi (>=0.40b0,<1.0)", "opentelemetry-instrumentation-flask (>=0.40b0,<1.0)", "opentelemetry-instrumentation-requests (>=0.40b0,<1.0)", "opentelemetry-instrumentation-sqlite3 (>=0.40b0,<1.0)", "opentelemetry-instrumentation-urllib (>=0.40b0,<1.0)"]
-pure-eval = ["asttokens", "executing", "pure_eval"]
+pure-eval = ["asttokens", "executing", "pure-eval"]
 pymongo = ["pymongo (>=3.1)"]
 pyspark = ["pyspark (>=2.4.4)"]
 quart = ["blinker (>=1.1)", "quart (>=0.16.1)"]
@@ -2131,26 +1324,24 @@ tornado = ["tornado (>=5)"]
 
 [[package]]
 name = "setuptools"
-version = "69.1.1"
+version = "69.5.1"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "main"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.extras]
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+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
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 description = "Python 2 and 3 compatibility utilities"
-category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
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 version = "0.1.9"
 description = "A rate limiting extension for Starlette and Fastapi"
-category = "main"
 optional = false
 python-versions = ">=3.7,<4.0"
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@@ -2180,7 +1370,6 @@ redis = ["redis (>=3.4.1,<4.0.0)"]
 name = "sniffio"
 version = "1.3.1"
 description = "Sniff out which async library your code is running under"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
@@ -2190,61 +1379,60 @@ files = [
 
 [[package]]
 name = "sqlalchemy"
-version = "2.0.28"
+version = "2.0.30"
 description = "Database Abstraction Library"
-category = "main"
 optional = false
 python-versions = ">=3.7"
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-[package.dependencies]
-regex = ">=2022.1.18"
-requests = ">=2.26.0"
-
 [package.extras]
-blobfile = ["blobfile (>=2)"]
+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
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 name = "tqdm"
-version = "4.66.2"
+version = "4.66.4"
 description = "Fast, Extensible Progress Meter"
-category = "main"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2386,37 +1519,19 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
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+version = "4.11.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
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 python-versions = ">=3.8"
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-[package.dependencies]
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-typing-extensions = ">=3.7.4"
-
 [[package]]
 name = "tzdata"
 version = "2024.1"
 description = "Provider of IANA time zone data"
-category = "main"
 optional = false
 python-versions = ">=2"
 files = [
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 version = "2.2.1"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
-category = "main"
 optional = false
 python-versions = ">=3.8"
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@@ -2446,7 +1560,6 @@ zstd = ["zstandard (>=0.18.0)"]
 name = "uvicorn"
 version = "0.24.0.post1"
 description = "The lightning-fast ASGI server."
-category = "main"
 optional = false
 python-versions = ">=3.8"
 files = [
@@ -2466,7 +1579,6 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)",
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 version = "0.19.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
-category = "main"
 optional = false
 python-versions = ">=3.8.0"
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+version = "12.0"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
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 [[package]]
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 version = "1.16.0"
 description = "Module for decorators, wrappers and monkey patching."
-category = "main"
 optional = false
 python-versions = ">=3.6"
 files = [
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+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.8.1"
-content-hash = "8b93ddec633ee5bdd76f4de18d7ef4eb48b167c88983e67c88a32b0bb4170149"
+python-versions = "^3.9"
+content-hash = "7f35bbdd2708308a7a4af0ba9f34fc8e3202894ceeea867a85a070989448e9d3"
diff --git a/pyproject.toml b/pyproject.toml
index e5131d5..1fd791b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ authors = ["Plastic Labs <hello@plasticlabs.ai>"]
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.8.1"
+python = "^3.9"
 fastapi = "^0.109.0"
 uvicorn = "^0.24.0.post1"
 python-dotenv = "^1.0.0"
@@ -25,11 +25,10 @@ opentelemetry-instrumentation-logging = "^0.44b0"
 greenlet = "^3.0.3"
 realtime = "^1.0.2"
 psycopg = {extras = ["binary"], version = "^3.1.18"}
-langchain = "^0.1.12"
-langchain-openai = "^0.0.8"
 httpx = "^0.27.0"
 uvloop = "^0.19.0"
 httptools = "^0.6.1"
+mirascope = {extras = ["openai"], version = "^0.12.3"}
 
 [tool.ruff.lint]
 # from https://docs.astral.sh/ruff/linter/#rule-selection example
diff --git a/src/agent.py b/src/agent.py
index 2cedd9d..43e770e 100644
--- a/src/agent.py
+++ b/src/agent.py
@@ -3,12 +3,7 @@
 from typing import Optional
 
 from dotenv import load_dotenv
-from langchain_core.prompts import (
-    ChatPromptTemplate,
-    SystemMessagePromptTemplate,
-    load_prompt,
-)
-from langchain_openai import ChatOpenAI
+from mirascope.openai import OpenAICall, OpenAICallParams
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from . import crud, schemas
@@ -17,21 +12,25 @@
 
 # from supabase import Client
 
-SYSTEM_DIALECTIC = load_prompt(
-    os.path.join(os.path.dirname(__file__), "prompts/dialectic.yaml")
-)
-system_dialectic: SystemMessagePromptTemplate = SystemMessagePromptTemplate(
-    prompt=SYSTEM_DIALECTIC
-)
+class Dialectic(OpenAICall):
+    prompt_template = """
+    You are tasked with responding to the query based on the context provided. 
+    ---
+    query: {agent_input}
+    context: {retrieved_facts}
+    ---
+    Provide a brief, matter-of-fact, and appropriate response to the query based on the context provided. If the context provided doesn't aid in addressing the query, return None. 
+    """
+    agent_input: str
+    retrieved_facts: str
 
-llm: ChatOpenAI = ChatOpenAI(model_name="gpt-4")
+    call_params = OpenAICallParams(model="gpt-4o-2024-05-13")
 
 
 async def prep_inference(
     db: AsyncSession,
     app_id: uuid.UUID,
     user_id: uuid.UUID,
-    session_id: uuid.UUID,
     query: str,
 ):
     collection = await crud.get_collection_by_name(db, app_id, user_id, "honcho")
@@ -56,27 +55,20 @@ async def prep_inference(
         if len(retrieved_documents) > 0:
             retrieved_facts = retrieved_documents[0].content
 
-    dialectic_prompt = ChatPromptTemplate.from_messages([system_dialectic])
-    chain = dialectic_prompt | llm
-    return (chain, retrieved_facts)
+    chain = Dialectic(agent_input=query, retrieved_facts=retrieved_facts if retrieved_facts else "None")
+    return chain
 
 
 async def chat(
     app_id: uuid.UUID,
     user_id: uuid.UUID,
-    session_id: uuid.UUID,
     query: str,
     db: AsyncSession,
 ):
-    (chain, retrieved_facts) = await prep_inference(
-        db, app_id, user_id, session_id, query
-    )
-    response = await chain.ainvoke(
-        {
-            "agent_input": query,
-            "retrieved_facts": retrieved_facts if retrieved_facts else "None",
-        }
+    chain = await prep_inference(
+        db, app_id, user_id, query
     )
+    response = await chain.call_async()
 
     return schemas.AgentChat(content=response.content)
 
@@ -88,12 +80,7 @@ async def stream(
     query: str,
     db: AsyncSession,
 ):
-    (chain, retrieved_facts) = await prep_inference(
-        db, app_id, user_id, session_id, query
-    )
-    return chain.astream(
-        {
-            "agent_input": query,
-            "retrieved_facts": retrieved_facts if retrieved_facts else "None",
-        }
+    chain = await prep_inference(
+        db, app_id, user_id, query
     )
+    return chain.stream_async()
diff --git a/src/deriver.py b/src/deriver.py
index 60d0f41..aab911f 100644
--- a/src/deriver.py
+++ b/src/deriver.py
@@ -1,18 +1,14 @@
 import asyncio
-import os
+import os, re
 import time
 import uuid
 from typing import List
 
 import sentry_sdk
 from dotenv import load_dotenv
-from langchain_core.output_parsers import NumberedListOutputParser
-from langchain_core.prompts import (
-    ChatPromptTemplate,
-    SystemMessagePromptTemplate,
-    load_prompt,
-)
-from langchain_openai import ChatOpenAI
+
+from mirascope.openai import OpenAICall, OpenAICallParams
+
 from realtime.connection import Socket
 from sqlalchemy import select
 from sqlalchemy.orm import selectinload
@@ -34,23 +30,35 @@
 SUPABASE_ID = os.getenv("SUPABASE_ID")
 SUPABASE_API_KEY = os.getenv("SUPABASE_API_KEY")
 
-llm = ChatOpenAI(model_name="gpt-3.5-turbo")
-output_parser = NumberedListOutputParser()
+class DeriveFacts(OpenAICall):
+    prompt_template = """
+    You are tasked with deriving discrete facts about the user based on their input. The goal is to only extract absolute facts from the message, do not make inferences beyond the text provided.
+
+    chat history: ```{chat_history}```
+    user input: ```{user_input}```
+
+    Output the facts as a numbered list.
+    """
+
+    chat_history: str
+    user_input: str
+
+    call_params = OpenAICallParams(model="gpt-4o-2024-05-13")
+
+class CheckDups(OpenAICall):
+    prompt_template = """
+    Your job is to determine if the new fact exists in the old:
 
-SYSTEM_DERIVE_FACTS = load_prompt(
-    os.path.join(os.path.dirname(__file__), "prompts/derive_facts.yaml")
-)
-SYSTEM_CHECK_DUPS = load_prompt(
-    os.path.join(os.path.dirname(__file__), "prompts/check_dup_facts.yaml")
-)
+    Old: ```{existing_facts}```
 
-system_check_dups: SystemMessagePromptTemplate = SystemMessagePromptTemplate(
-    prompt=SYSTEM_CHECK_DUPS
-)
+    New: ```{facts}```
+    
+    If the new fact is sufficiently represented in the old list, return False. Otherwise, if the fact is indeed new, return True.
+    """
+    existing_facts: List[str]
+    fact: str
 
-system_derive_facts: SystemMessagePromptTemplate = SystemMessagePromptTemplate(
-    prompt=SYSTEM_DERIVE_FACTS
-)
+    call_params = OpenAICallParams(model="gpt-4o-2024-05-13")
 
 
 async def callback(payload):
@@ -106,6 +114,9 @@ async def process_user_message(
     collection_id: uuid.UUID,
     message_id: uuid.UUID,
 ):
+    """
+    Process a user message and derive facts from it (check for duplicates before writing to the collection).
+    """
     async with SessionLocal() as db:
         messages_stmt = await crud.get_messages(
             db=db, app_id=app_id, user_id=user_id, session_id=session_id, reverse=True
@@ -117,16 +128,15 @@ async def process_user_message(
         # contents = [m.content for m in messages]
         # print(contents)
 
-    facts = await derive_facts(messages, content)
+    chat_history_str = "\n".join([f"user: {m.content}" if m.is_user else f"ai: {m.content}" for m in messages])
+    facts_response = await DeriveFacts(chat_history=chat_history_str, user_input=content).call_async()
+    facts = re.findall(r"\d+\.\s([^\n]+)", facts_response.content)
+
     print("===================")
     print(f"DERIVED FACTS: {facts}")
     print("===================")
     new_facts = await check_dups(app_id, user_id, collection_id, facts)
 
-    print("===================")
-    print(f"CHECKED FOR DUPLICATES: {new_facts}")
-    print("===================")
-
     for fact in new_facts:
         create_document = schemas.DocumentCreate(content=fact)
         async with SessionLocal() as db:
@@ -146,77 +156,50 @@ async def process_user_message(
     # print(f"Created fact: {fact}")
 
 
-async def derive_facts(chat_history, input: str) -> List[str]:
-    """Derive facts from the user input"""
-
-    fact_derivation = ChatPromptTemplate.from_messages([system_derive_facts])
-    chain = fact_derivation | llm
-    response = await chain.ainvoke(
-        {
-            "chat_history": [
-                (
-                    "user: " + message.content
-                    if message.is_user
-                    else "ai: " + message.content
-                )
-                for message in chat_history
-            ],
-            "user_input": input,
-        }
-    )
-    facts = output_parser.parse(response.content)
-
-    return facts
-
 
 async def check_dups(
     app_id: uuid.UUID, user_id: uuid.UUID, collection_id: uuid.UUID, facts: List[str]
 ):
     """Check that we're not storing duplicate facts"""
 
-    check_duplication = ChatPromptTemplate.from_messages([system_check_dups])
-    query = " ".join(facts)
+    check_duplication = CheckDups(existing_facts=[], fact="")
     result = None
-    async with SessionLocal() as db:
-        result = await crud.query_documents(
-            db=db,
-            app_id=app_id,
-            user_id=user_id,
-            collection_id=collection_id,
-            query=query,
-            top_k=10,
-        )
-    # result = collection.query(query=query, top_k=10)
-    existing_facts = [document.content for document in result]
-    print("===================")
-    print(f"Existing Facts {existing_facts}")
-    print("===================")
-    if len(existing_facts) == 0:
-        return facts
-    chain = check_duplication | llm
-    response = await chain.ainvoke({"existing_facts": existing_facts, "facts": facts})
-    new_facts = output_parser.parse(response.content)
+    new_facts = []
+    global_existing_facts = []  # for debugging
+    for fact in facts:
+        async with SessionLocal() as db:
+            result = await crud.query_documents(
+                db=db,
+                app_id=app_id,
+                user_id=user_id,
+                collection_id=collection_id,
+                query=fact,
+                top_k=5,
+            )
+        existing_facts = [document.content for document in result]
+        if len(existing_facts) == 0:
+            new_facts.append(fact)
+            print(f"New Fact: {fact}")
+            continue
+        
+        global_existing_facts.extend(existing_facts)  # for debugging
+
+        check_duplication.existing_facts = existing_facts
+        check_duplication.fact = fact
+        response = await check_duplication.call_async()
+        if response.content == "True":
+            new_facts.append(fact)
+            print(f"New Fact: {fact}")
+            continue
+
+
     print("===================")
-    print(f"New Facts {facts}")
+    print(f"Existing Facts: {global_existing_facts}")
+    print(f"Net New Facts {new_facts}")
     print("===================")
     return new_facts
 
 
-# def listen_to_websocket(url):
-#     while True:
-#         try:
-#             s = Socket(url)
-#             s.connect()
-#             channel = s.set_channel("realtime:public:messages")
-#             channel.join().on(
-#                 "INSERT", lambda payload: asyncio.create_task(callback(payload))
-#             )
-
-#             s.listen()
-#         except ConnectionClosedError:
-#             print("Connection closed, attempting to reconnect...")
-#             time.sleep(5)
-
 
 if __name__ == "__main__":
     URL = f"wss://{SUPABASE_ID}.supabase.co/realtime/v1/websocket?apikey={SUPABASE_API_KEY}&vsn=1.0.0"