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Runtime error
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"cells": [
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OpenAI API Key exists and begins sk-proj-\n",
"Anthropic API Key not set (and this is optional)\n",
"Google API Key exists and begins AI\n",
"DeepSeek API Key exists and begins sk-\n",
"Groq API Key exists and begins gsk_\n",
"Risposta scritta su risposta.json\n",
"# Response from competitor 1\n",
"\n",
"La capitale d'Italia è Roma.\n",
"\n",
"# Response from competitor 2\n",
"\n",
"Ciao! Sono felice di aiutarti!\n",
"\n",
"La capitale dell'Italia è **Roma**. È una città storica e bellissima, con una ricchezza di arte, architettura e cultura che la rende una delle mete più popolari del mondo.\n",
"\n",
"Roma è anche il centro politico e amministrativo del paese, sede del governo e del Parlamento italiano.\n",
"\n",
"Spero che questo ti sia stato utile! Se hai altre domande, non esitare a chiedere.\n",
"\n",
"\n",
"You are judging a competition between 2 competitors.\n",
"Each model has been given this question:\n",
"\n",
"quale e' la capitale d'Italia?\n",
"\n",
"Your job is to evaluate each response for clarity and strength of argument, and rank them in order of best to worst.\n",
"Respond with JSON, and only JSON, with the following format:\n",
"{\"results\": [\"best competitor number\", \"second best competitor number\", \"third best competitor number\", ...]}\n",
"\n",
"Here are the responses from each competitor:\n",
"\n",
"# Response from competitor 1\n",
"\n",
"La capitale d'Italia è Roma.\n",
"\n",
"# Response from competitor 2\n",
"\n",
"Ciao! Sono felice di aiutarti!\n",
"\n",
"La capitale dell'Italia è **Roma**. È una città storica e bellissima, con una ricchezza di arte, architettura e cultura che la rende una delle mete più popolari del mondo.\n",
"\n",
"Roma è anche il centro politico e amministrativo del paese, sede del governo e del Parlamento italiano.\n",
"\n",
"Spero che questo ti sia stato utile! Se hai altre domande, non esitare a chiedere.\n",
"\n",
"\n",
"\n",
"Now respond with the JSON with the ranked order of the competitors, nothing else. Do not include markdown formatting or code blocks.\n",
"{\"results\": [\"2\", \"1\"]}\n"
]
}
],
"source": [
"import os\n",
"import json\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"from anthropic import Anthropic\n",
"from IPython.display import Markdown, display\n",
"\n",
"load_dotenv(override=True)\n",
"\n",
"openai_api_key = os.getenv('OPENAI_API_KEY')\n",
"anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
"google_api_key = os.getenv('GOOGLE_API_KEY')\n",
"deepseek_api_key = os.getenv('DEEPSEEK_API_KEY')\n",
"groq_api_key = os.getenv('GROQ_API_KEY')\n",
"\n",
"if openai_api_key:\n",
" print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
"else:\n",
" print(\"OpenAI API Key not set\")\n",
" \n",
"if anthropic_api_key:\n",
" print(f\"Anthropic API Key exists and begins {anthropic_api_key[:7]}\")\n",
"else:\n",
" print(\"Anthropic API Key not set (and this is optional)\")\n",
"\n",
"if google_api_key:\n",
" print(f\"Google API Key exists and begins {google_api_key[:2]}\")\n",
"else:\n",
" print(\"Google API Key not set (and this is optional)\")\n",
"\n",
"if deepseek_api_key:\n",
" print(f\"DeepSeek API Key exists and begins {deepseek_api_key[:3]}\")\n",
"else:\n",
" print(\"DeepSeek API Key not set (and this is optional)\")\n",
"\n",
"if groq_api_key:\n",
" print(f\"Groq API Key exists and begins {groq_api_key[:4]}\")\n",
"else:\n",
" print(\"Groq API Key not set (and this is optional)\")\n",
"\n",
"\n",
"competitors = []\n",
"answers = []\n",
"\n",
"with open('prompt.txt', 'r', encoding='utf-8') as file:\n",
" question = file.read()\n",
"\n",
"messages = [{\"role\": \"user\", \"content\": question}]\n",
"\n",
"client = OpenAI(api_key=openai_api_key)\n",
"\n",
"model_name = \"gpt-4.1-mini\"\n",
"\n",
"response = client.chat.completions.create(\n",
" model=\"gpt-4.1-mini\",\n",
" messages=messages\n",
")\n",
"\n",
"answer = response.choices[0].message.content\n",
"competitors.append(model_name)\n",
"answers.append(answer)\n",
"\n",
"groq = OpenAI(api_key=groq_api_key, base_url=\"https://api.groq.com/openai/v1\")\n",
"model_name = \"llama-3.3-70b-versatile\"\n",
"\n",
"claude = Anthropic()\n",
"response = groq.chat.completions.create(model=model_name, messages=messages)\n",
"answer = response.choices[0].message.content\n",
"\n",
"competitors.append(model_name)\n",
"answers.append(answer)\n",
"\n",
"output_data = {\n",
" \"competitors\": competitors,\n",
" \"answer\": answers\n",
"}\n",
"\n",
"with open('risposta.json', 'w', encoding='utf-8') as file:\n",
" json.dump(output_data, file, ensure_ascii=False, indent=2)\n",
"\n",
"print(\"Risposta scritta su risposta.json\")\n",
"\n",
"together = \"\"\n",
"for index, answer in enumerate(answers):\n",
" together += f\"# Response from competitor {index+1}\\n\\n\"\n",
" together += answer + \"\\n\\n\"\n",
"\n",
"print(together)\n",
"\n",
"judge = f\"\"\"You are judging a competition between {len(competitors)} competitors.\n",
"Each model has been given this question:\n",
"\n",
"{question}\n",
"\n",
"Your job is to evaluate each response for clarity and strength of argument, and rank them in order of best to worst.\n",
"Respond with JSON, and only JSON, with the following format:\n",
"{{\"results\": [\"best competitor number\", \"second best competitor number\", \"third best competitor number\", ...]}}\n",
"\n",
"Here are the responses from each competitor:\n",
"\n",
"{together}\n",
"\n",
"Now respond with the JSON with the ranked order of the competitors, nothing else. Do not include markdown formatting or code blocks.\"\"\"\n",
"\n",
"print(judge)\n",
"\n",
"# Judgement time!\n",
"judge_messages = [{\"role\": \"user\", \"content\": judge}]\n",
"\n",
"openai = OpenAI()\n",
"response = openai.chat.completions.create(\n",
" model=\"gpt-4.1-mini\",\n",
" messages=judge_messages,\n",
")\n",
"\n",
"results = response.choices[0].message.content\n",
"print(results)\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
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"\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 6\u001b[39m\n\u001b[32m 4\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mjson\u001b[39;00m\n\u001b[32m 5\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mdotenv\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m load_dotenv\n\u001b[32m----> \u001b[39m\u001b[32m6\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mopenai\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m OpenAI\n\u001b[32m 7\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01manthropic\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Anthropic\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mIPython\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mdisplay\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Markdown, display\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\__init__.py:9\u001b[39m\n\u001b[32m 6\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mtyping\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m_t\u001b[39;00m\n\u001b[32m 7\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mtyping_extensions\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m override\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m types\n\u001b[32m 10\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_types\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m NOT_GIVEN, Omit, NoneType, NotGiven, Transport, ProxiesTypes\n\u001b[32m 11\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_utils\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m file_from_path\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\types\\__init__.py:5\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# File generated from our OpenAPI spec by Stainless. See CONTRIBUTING.md for details.\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m__future__\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m annotations\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01mbatch\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Batch \u001b[38;5;28;01mas\u001b[39;00m Batch\n\u001b[32m 6\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01mimage\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Image \u001b[38;5;28;01mas\u001b[39;00m Image\n\u001b[32m 7\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01mmodel\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Model \u001b[38;5;28;01mas\u001b[39;00m Model\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\types\\batch.py:6\u001b[39m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mtyping\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m List, Optional\n\u001b[32m 4\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mtyping_extensions\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Literal\n\u001b[32m----> \u001b[39m\u001b[32m6\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_models\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m BaseModel\n\u001b[32m 7\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01mbatch_error\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m BatchError\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01mshared\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mmetadata\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m Metadata\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_models.py:36\u001b[39m\n\u001b[32m 23\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpydantic\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mfields\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m FieldInfo\n\u001b[32m 25\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_types\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[32m 26\u001b[39m Body,\n\u001b[32m 27\u001b[39m IncEx,\n\u001b[32m (...)\u001b[39m\u001b[32m 34\u001b[39m HttpxRequestFiles,\n\u001b[32m 35\u001b[39m )\n\u001b[32m---> \u001b[39m\u001b[32m36\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_utils\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[32m 37\u001b[39m PropertyInfo,\n\u001b[32m 38\u001b[39m is_list,\n\u001b[32m 39\u001b[39m is_given,\n\u001b[32m 40\u001b[39m json_safe,\n\u001b[32m 41\u001b[39m lru_cache,\n\u001b[32m 42\u001b[39m is_mapping,\n\u001b[32m 43\u001b[39m parse_date,\n\u001b[32m 44\u001b[39m coerce_boolean,\n\u001b[32m 45\u001b[39m parse_datetime,\n\u001b[32m 46\u001b[39m strip_not_given,\n\u001b[32m 47\u001b[39m extract_type_arg,\n\u001b[32m 48\u001b[39m is_annotated_type,\n\u001b[32m 49\u001b[39m is_type_alias_type,\n\u001b[32m 50\u001b[39m strip_annotated_type,\n\u001b[32m 51\u001b[39m )\n\u001b[32m 52\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_compat\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m (\n\u001b[32m 53\u001b[39m PYDANTIC_V2,\n\u001b[32m 54\u001b[39m ConfigDict,\n\u001b[32m (...)\u001b[39m\u001b[32m 63\u001b[39m field_get_default,\n\u001b[32m 64\u001b[39m )\n\u001b[32m 65\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_constants\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m RAW_RESPONSE_HEADER\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_utils\\__init__.py:1\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m1\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_logs\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m SensitiveHeadersFilter \u001b[38;5;28;01mas\u001b[39;00m SensitiveHeadersFilter\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_sync\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m asyncify \u001b[38;5;28;01mas\u001b[39;00m asyncify\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_proxy\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m LazyProxy \u001b[38;5;28;01mas\u001b[39;00m LazyProxy\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_utils\\_logs.py:5\u001b[39m\n\u001b[32m 2\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mlogging\u001b[39;00m\n\u001b[32m 3\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mtyping_extensions\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m override\n\u001b[32m----> \u001b[39m\u001b[32m5\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_utils\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m is_dict\n\u001b[32m 7\u001b[39m logger: logging.Logger = logging.getLogger(\u001b[33m\"\u001b[39m\u001b[33mopenai\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 8\u001b[39m httpx_logger: logging.Logger = logging.getLogger(\u001b[33m\"\u001b[39m\u001b[33mhttpx\u001b[39m\u001b[33m\"\u001b[39m)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_utils\\_utils.py:26\u001b[39m\n\u001b[32m 23\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01msniffio\u001b[39;00m\n\u001b[32m 25\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_types\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m NotGiven, FileTypes, NotGivenOr, HeadersLike\n\u001b[32m---> \u001b[39m\u001b[32m26\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_compat\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m parse_date \u001b[38;5;28;01mas\u001b[39;00m parse_date, parse_datetime \u001b[38;5;28;01mas\u001b[39;00m parse_datetime\n\u001b[32m 28\u001b[39m _T = TypeVar(\u001b[33m\"\u001b[39m\u001b[33m_T\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 29\u001b[39m _TupleT = TypeVar(\u001b[33m\"\u001b[39m\u001b[33m_TupleT\u001b[39m\u001b[33m\"\u001b[39m, bound=Tuple[\u001b[38;5;28mobject\u001b[39m, ...])\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_compat.py:189\u001b[39m\n\u001b[32m 184\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 185\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m PYDANTIC_V2:\n\u001b[32m 186\u001b[39m \u001b[38;5;66;03m# there no longer needs to be a distinction in v2 but\u001b[39;00m\n\u001b[32m 187\u001b[39m \u001b[38;5;66;03m# we still have to create our own subclass to avoid\u001b[39;00m\n\u001b[32m 188\u001b[39m \u001b[38;5;66;03m# inconsistent MRO ordering errors\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m189\u001b[39m \u001b[38;5;28;43;01mclass\u001b[39;49;00m\u001b[38;5;250;43m \u001b[39;49m\u001b[34;43;01mGenericModel\u001b[39;49;00m\u001b[43m(\u001b[49m\u001b[43mpydantic\u001b[49m\u001b[43m.\u001b[49m\u001b[43mBaseModel\u001b[49m\u001b[43m)\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43m.\u001b[49m\u001b[43m.\u001b[49m\u001b[43m.\u001b[49m\n\u001b[32m 191\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 192\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpydantic\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mgenerics\u001b[39;00m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\pydantic\\_internal\\_model_construction.py:237\u001b[39m, in \u001b[36mModelMetaclass.__new__\u001b[39m\u001b[34m(mcs, cls_name, bases, namespace, __pydantic_generic_metadata__, __pydantic_reset_parent_namespace__, _create_model_module, **kwargs)\u001b[39m\n\u001b[32m 233\u001b[39m set_model_mocks(\u001b[38;5;28mcls\u001b[39m)\n\u001b[32m 234\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 235\u001b[39m \u001b[38;5;66;03m# Any operation that requires accessing the field infos instances should be put inside\u001b[39;00m\n\u001b[32m 236\u001b[39m \u001b[38;5;66;03m# `complete_model_class()`:\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m237\u001b[39m \u001b[43mcomplete_model_class\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 238\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mcls\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 239\u001b[39m \u001b[43m \u001b[49m\u001b[43mconfig_wrapper\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 240\u001b[39m \u001b[43m \u001b[49m\u001b[43mraise_errors\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 241\u001b[39m \u001b[43m \u001b[49m\u001b[43mns_resolver\u001b[49m\u001b[43m=\u001b[49m\u001b[43mns_resolver\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 242\u001b[39m \u001b[43m \u001b[49m\u001b[43mcreate_model_module\u001b[49m\u001b[43m=\u001b[49m\u001b[43m_create_model_module\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 243\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 245\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m config_wrapper.frozen \u001b[38;5;129;01mand\u001b[39;00m \u001b[33m'\u001b[39m\u001b[33m__hash__\u001b[39m\u001b[33m'\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m namespace:\n\u001b[32m 246\u001b[39m set_default_hash_func(\u001b[38;5;28mcls\u001b[39m, bases)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\pydantic\\_internal\\_model_construction.py:620\u001b[39m, in \u001b[36mcomplete_model_class\u001b[39m\u001b[34m(cls, config_wrapper, raise_errors, ns_resolver, create_model_module)\u001b[39m\n\u001b[32m 616\u001b[39m set_deprecated_descriptors(\u001b[38;5;28mcls\u001b[39m)\n\u001b[32m 618\u001b[39m \u001b[38;5;28mcls\u001b[39m.__pydantic_core_schema__ = schema\n\u001b[32m--> \u001b[39m\u001b[32m620\u001b[39m \u001b[38;5;28mcls\u001b[39m.__pydantic_validator__ = \u001b[43mcreate_schema_validator\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 621\u001b[39m \u001b[43m \u001b[49m\u001b[43mschema\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 622\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mcls\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 623\u001b[39m \u001b[43m \u001b[49m\u001b[43mcreate_model_module\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mcls\u001b[39;49m\u001b[43m.\u001b[49m\u001b[34;43m__module__\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 624\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43mcls\u001b[39;49m\u001b[43m.\u001b[49m\u001b[34;43m__qualname__\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 625\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mcreate_model\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcreate_model_module\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mBaseModel\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 626\u001b[39m \u001b[43m \u001b[49m\u001b[43mcore_config\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 627\u001b[39m \u001b[43m \u001b[49m\u001b[43mconfig_wrapper\u001b[49m\u001b[43m.\u001b[49m\u001b[43mplugin_settings\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 628\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 629\u001b[39m \u001b[38;5;28mcls\u001b[39m.__pydantic_serializer__ = SchemaSerializer(schema, core_config)\n\u001b[32m 630\u001b[39m \u001b[38;5;28mcls\u001b[39m.__pydantic_complete__ = \u001b[38;5;28;01mTrue\u001b[39;00m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\pydantic\\plugin\\_schema_validator.py:39\u001b[39m, in \u001b[36mcreate_schema_validator\u001b[39m\u001b[34m(schema, schema_type, schema_type_module, schema_type_name, schema_kind, config, plugin_settings)\u001b[39m\n\u001b[32m 36\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m SchemaTypePath\n\u001b[32m 37\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01m.\u001b[39;00m\u001b[34;01m_loader\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m get_plugins\n\u001b[32m---> \u001b[39m\u001b[32m39\u001b[39m plugins = \u001b[43mget_plugins\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 40\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m plugins:\n\u001b[32m 41\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m PluggableSchemaValidator(\n\u001b[32m 42\u001b[39m schema,\n\u001b[32m 43\u001b[39m schema_type,\n\u001b[32m (...)\u001b[39m\u001b[32m 48\u001b[39m plugin_settings \u001b[38;5;129;01mor\u001b[39;00m {},\n\u001b[32m 49\u001b[39m )\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\pydantic\\plugin\\_loader.py:40\u001b[39m, in \u001b[36mget_plugins\u001b[39m\u001b[34m()\u001b[39m\n\u001b[32m 38\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 39\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m dist \u001b[38;5;129;01min\u001b[39;00m importlib_metadata.distributions():\n\u001b[32m---> \u001b[39m\u001b[32m40\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m entry_point \u001b[38;5;129;01min\u001b[39;00m \u001b[43mdist\u001b[49m\u001b[43m.\u001b[49m\u001b[43mentry_points\u001b[49m:\n\u001b[32m 41\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m entry_point.group != PYDANTIC_ENTRY_POINT_GROUP:\n\u001b[32m 42\u001b[39m \u001b[38;5;28;01mcontinue\u001b[39;00m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Roaming\\uv\\python\\cpython-3.12.11-windows-x86_64-none\\Lib\\importlib\\metadata\\__init__.py:471\u001b[39m, in \u001b[36mDistribution.entry_points\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 469\u001b[39m \u001b[38;5;129m@property\u001b[39m\n\u001b[32m 470\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mentry_points\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[32m--> \u001b[39m\u001b[32m471\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m EntryPoints._from_text_for(\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mread_text\u001b[49m\u001b[43m(\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mentry_points.txt\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m, \u001b[38;5;28mself\u001b[39m)\n",
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Roaming\\uv\\python\\cpython-3.12.11-windows-x86_64-none\\Lib\\importlib\\metadata\\__init__.py:819\u001b[39m, in \u001b[36mPathDistribution.read_text\u001b[39m\u001b[34m(self, filename)\u001b[39m\n\u001b[32m 811\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mread_text\u001b[39m(\u001b[38;5;28mself\u001b[39m, filename):\n\u001b[32m 812\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m suppress(\n\u001b[32m 813\u001b[39m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m,\n\u001b[32m 814\u001b[39m \u001b[38;5;167;01mIsADirectoryError\u001b[39;00m,\n\u001b[32m (...)\u001b[39m\u001b[32m 817\u001b[39m \u001b[38;5;167;01mPermissionError\u001b[39;00m,\n\u001b[32m 818\u001b[39m ):\n\u001b[32m--> \u001b[39m\u001b[32m819\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_path\u001b[49m\u001b[43m.\u001b[49m\u001b[43mjoinpath\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m)\u001b[49m\u001b[43m.\u001b[49m\u001b[43mread_text\u001b[49m\u001b[43m(\u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mutf-8\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Roaming\\uv\\python\\cpython-3.12.11-windows-x86_64-none\\Lib\\pathlib.py:1027\u001b[39m, in \u001b[36mPath.read_text\u001b[39m\u001b[34m(self, encoding, errors)\u001b[39m\n\u001b[32m 1023\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 1024\u001b[39m \u001b[33;03mOpen the file in text mode, read it, and close the file.\u001b[39;00m\n\u001b[32m 1025\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 1026\u001b[39m encoding = io.text_encoding(encoding)\n\u001b[32m-> \u001b[39m\u001b[32m1027\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmode\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mr\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m=\u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m=\u001b[49m\u001b[43merrors\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[32m 1028\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m f.read()\n",
"\u001b[36mFile \u001b[39m\u001b[32m~\\AppData\\Roaming\\uv\\python\\cpython-3.12.11-windows-x86_64-none\\Lib\\pathlib.py:1013\u001b[39m, in \u001b[36mPath.open\u001b[39m\u001b[34m(self, mode, buffering, encoding, errors, newline)\u001b[39m\n\u001b[32m 1011\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[33m\"\u001b[39m\u001b[33mb\u001b[39m\u001b[33m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[32m 1012\u001b[39m encoding = io.text_encoding(encoding)\n\u001b[32m-> \u001b[39m\u001b[32m1013\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mio\u001b[49m\u001b[43m.\u001b[49m\u001b[43mopen\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbuffering\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32m<frozen codecs>:309\u001b[39m, in \u001b[36m__init__\u001b[39m\u001b[34m(self, errors)\u001b[39m\n",
"\u001b[31mKeyboardInterrupt\u001b[39m: "
]
}
],
"source": [
"# Start with imports - ask ChatGPT to explain any package that you don't know\n",
"\n",
"import os\n",
"import json\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"from anthropic import Anthropic\n",
"from IPython.display import Markdown, display"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Always remember to do this!\n",
"load_dotenv(override=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OpenAI API Key exists and begins sk-proj-\n",
"Anthropic API Key not set (and this is optional)\n",
"Google API Key exists and begins AI\n",
"DeepSeek API Key exists and begins sk-\n",
"Groq API Key exists and begins gsk_\n"
]
}
],
"source": [
"# Print the key prefixes to help with any debugging\n",
"\n",
"openai_api_key = os.getenv('OPENAI_API_KEY')\n",
"anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
"google_api_key = os.getenv('GOOGLE_API_KEY')\n",
"deepseek_api_key = os.getenv('DEEPSEEK_API_KEY')\n",
"groq_api_key = os.getenv('GROQ_API_KEY')\n",
"\n",
"if openai_api_key:\n",
" print(f\"OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
"else:\n",
" print(\"OpenAI API Key not set\")\n",
" \n",
"if anthropic_api_key:\n",
" print(f\"Anthropic API Key exists and begins {anthropic_api_key[:7]}\")\n",
"else:\n",
" print(\"Anthropic API Key not set (and this is optional)\")\n",
"\n",
"if google_api_key:\n",
" print(f\"Google API Key exists and begins {google_api_key[:2]}\")\n",
"else:\n",
" print(\"Google API Key not set (and this is optional)\")\n",
"\n",
"if deepseek_api_key:\n",
" print(f\"DeepSeek API Key exists and begins {deepseek_api_key[:3]}\")\n",
"else:\n",
" print(\"DeepSeek API Key not set (and this is optional)\")\n",
"\n",
"if groq_api_key:\n",
" print(f\"Groq API Key exists and begins {groq_api_key[:4]}\")\n",
"else:\n",
" print(\"Groq API Key not set (and this is optional)\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"request = \"Please come up with a challenging, nuanced question that I can ask a number of LLMs to evaluate their intelligence. \"\n",
"request += \"Answer only with the question, no explanation.\"\n",
"messages = [{\"role\": \"user\", \"content\": request}]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'role': 'user',\n",
" 'content': 'Please come up with a challenging, nuanced question that I can ask a number of LLMs to evaluate their intelligence. Answer only with the question, no explanation.'}]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"messages"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"If you could design a society using only three fundamental principles that prioritize both individual freedom and collective well-being, what would those principles be, and how would you address potential conflicts between them?\n"
]
}
],
"source": [
"openai = OpenAI()\n",
"response = openai.chat.completions.create(\n",
" model=\"gpt-4o-mini\",\n",
" messages=messages,\n",
")\n",
"question = response.choices[0].message.content\n",
"print(question)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"competitors = []\n",
"answers = []\n",
"messages = [{\"role\": \"user\", \"content\": question}]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"Designing a society that balances individual freedom with collective well-being requires careful consideration of principles that can guide interactions and governance. Here are three fundamental principles I would propose:\n",
"\n",
"### 1. **Autonomy with Accountability**\n",
"- **Definition**: Individuals have the right to make their own choices, but with the understanding that those choices may impact others. Each person is accountable for the consequences of their actions within the community.\n",
"- **Application**: This principle fosters individual freedom while emphasizing the importance of responsible decision-making. Community education programs can enhance awareness of how personal choices affect the collective and promote critical thinking.\n",
"\n",
"### 2. **Solidarity through Inclusivity**\n",
"- **Definition**: The community thrives when all voices are heard and respected. Inclusivity involves actively engaging marginalized groups and ensuring equitable access to resources, opportunities, and decision-making processes.\n",
"- **Application**: By creating platforms for dialogue and ensuring that policies are shaped by diverse perspectives, this principle ensures that collective well-being is reflective of the entire community's needs. Training in conflict resolution and collaboration can help build understanding and solidarity across different groups.\n",
"\n",
"### 3. **Sustainability and Reciprocity**\n",
"- **Definition**: Individuals and communities have a responsibility to manage resources in a sustainable manner to protect the environment and ensure the well-being of future generations. This involves a reciprocal relationship where individuals contribute to the collective good while being supported by it.\n",
"- **Application**: Policies that promote sustainable practices, investment in renewable resources, and social safety nets can be established to ensure that personal freedoms do not come at the expense of the environment or the well-being of others. Community engagement in environmental initiatives can strengthen this sense of reciprocity.\n",
"\n",
"### Addressing Potential Conflicts\n",
"Conflicts may arise when individual freedoms clash with collective well-being. Here’s how these principles can be reconciled:\n",
"\n",
"1. **Dialogical Framework**: Establish regular community forums where issues can be discussed openly. This helps individuals voice concerns and collectively find solutions without suppressing dissent.\n",
"\n",
"2. **Adaptive Governance**: Create flexible laws and regulations that can evolve based on community feedback and changing circumstances. This ensures that both individual rights and collective interests are monitored and adjusted as necessary.\n",
"\n",
"3. **Conflict Mediation Mechanisms**: Develop systems for conflict resolution that prioritize mediation and restorative justice, allowing individuals to understand the impact of their choices on others, while also empowering them to express their needs and limitations.\n",
"\n",
"By integrating these principles and methods of conflict resolution, the designed society can strive toward a harmonious balance where individual freedoms are celebrated, accountability is enforced, collective well-being is prioritized, and sustainability is a shared goal."
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# The API we know well\n",
"\n",
"model_name = \"gpt-4o-mini\"\n",
"\n",
"response = openai.chat.completions.create(model=model_name, messages=messages)\n",
"answer = response.choices[0].message.content\n",
"\n",
"display(Markdown(answer))\n",
"competitors.append(model_name)\n",
"answers.append(answer)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "TypeError",
"evalue": "\"Could not resolve authentication method. Expected either api_key or auth_token to be set. Or for one of the `X-Api-Key` or `Authorization` headers to be explicitly omitted\"",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mTypeError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[11]\u001b[39m\u001b[32m, line 6\u001b[39m\n\u001b[32m 3\u001b[39m model_name = \u001b[33m\"\u001b[39m\u001b[33mclaude-3-7-sonnet-latest\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 5\u001b[39m claude = Anthropic()\n\u001b[32m----> \u001b[39m\u001b[32m6\u001b[39m response = \u001b[43mclaude\u001b[49m\u001b[43m.\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m1000\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 7\u001b[39m answer = response.content[\u001b[32m0\u001b[39m].text\n\u001b[32m 9\u001b[39m display(Markdown(answer))\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\anthropic\\_utils\\_utils.py:283\u001b[39m, in \u001b[36mrequired_args.<locals>.inner.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 281\u001b[39m msg = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[32m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 282\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[32m--> \u001b[39m\u001b[32m283\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\anthropic\\resources\\messages\\messages.py:978\u001b[39m, in \u001b[36mMessages.create\u001b[39m\u001b[34m(self, max_tokens, messages, model, metadata, service_tier, stop_sequences, stream, system, temperature, thinking, tool_choice, tools, top_k, top_p, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 971\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m model \u001b[38;5;129;01min\u001b[39;00m DEPRECATED_MODELS:\n\u001b[32m 972\u001b[39m warnings.warn(\n\u001b[32m 973\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mThe model \u001b[39m\u001b[33m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmodel\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m'\u001b[39m\u001b[33m is deprecated and will reach end-of-life on \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mDEPRECATED_MODELS[model]\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[33mPlease migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 974\u001b[39m \u001b[38;5;167;01mDeprecationWarning\u001b[39;00m,\n\u001b[32m 975\u001b[39m stacklevel=\u001b[32m3\u001b[39m,\n\u001b[32m 976\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m978\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 979\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/v1/messages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 980\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 981\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 982\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 983\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 984\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 985\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 986\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mservice_tier\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice_tier\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 987\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstop_sequences\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop_sequences\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 988\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 989\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43msystem\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43msystem\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 990\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtemperature\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 991\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mthinking\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mthinking\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 992\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtool_choice\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtool_choice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 993\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtools\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 994\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_k\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_k\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 995\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 996\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 997\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessage_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mMessageCreateParamsStreaming\u001b[49m\n\u001b[32m 998\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\n\u001b[32m 999\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mmessage_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mMessageCreateParamsNonStreaming\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1000\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1001\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 1002\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 1003\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1004\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mMessage\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1005\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 1006\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mRawMessageStreamEvent\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 1007\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\anthropic\\_base_client.py:1314\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1300\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1301\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1302\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1309\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1310\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1311\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1312\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1313\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1314\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\anthropic\\_base_client.py:1023\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1020\u001b[39m options = \u001b[38;5;28mself\u001b[39m._prepare_options(options)\n\u001b[32m 1022\u001b[39m remaining_retries = max_retries - retries_taken\n\u001b[32m-> \u001b[39m\u001b[32m1023\u001b[39m request = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_build_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretries_taken\u001b[49m\u001b[43m=\u001b[49m\u001b[43mretries_taken\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1024\u001b[39m \u001b[38;5;28mself\u001b[39m._prepare_request(request)\n\u001b[32m 1026\u001b[39m kwargs: HttpxSendArgs = {}\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\anthropic\\_base_client.py:506\u001b[39m, in \u001b[36mBaseClient._build_request\u001b[39m\u001b[34m(self, options, retries_taken)\u001b[39m\n\u001b[32m 503\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 504\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mUnexpected JSON data type, \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(json_data)\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m, cannot merge with `extra_body`\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m506\u001b[39m headers = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_build_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[43moptions\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretries_taken\u001b[49m\u001b[43m=\u001b[49m\u001b[43mretries_taken\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 507\u001b[39m params = _merge_mappings(\u001b[38;5;28mself\u001b[39m.default_query, options.params)\n\u001b[32m 508\u001b[39m content_type = headers.get(\u001b[33m\"\u001b[39m\u001b[33mContent-Type\u001b[39m\u001b[33m\"\u001b[39m)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\anthropic\\_base_client.py:447\u001b[39m, in \u001b[36mBaseClient._build_headers\u001b[39m\u001b[34m(self, options, retries_taken)\u001b[39m\n\u001b[32m 437\u001b[39m custom_headers = options.headers \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[32m 438\u001b[39m headers_dict = _merge_mappings(\n\u001b[32m 439\u001b[39m {\n\u001b[32m 440\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mx-stainless-timeout\u001b[39m\u001b[33m\"\u001b[39m: \u001b[38;5;28mstr\u001b[39m(options.timeout.read)\n\u001b[32m (...)\u001b[39m\u001b[32m 445\u001b[39m custom_headers,\n\u001b[32m 446\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m447\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_validate_headers\u001b[49m\u001b[43m(\u001b[49m\u001b[43mheaders_dict\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcustom_headers\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 449\u001b[39m \u001b[38;5;66;03m# headers are case-insensitive while dictionaries are not.\u001b[39;00m\n\u001b[32m 450\u001b[39m headers = httpx.Headers(headers_dict)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\anthropic\\_client.py:196\u001b[39m, in \u001b[36mAnthropic._validate_headers\u001b[39m\u001b[34m(self, headers, custom_headers)\u001b[39m\n\u001b[32m 193\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(custom_headers.get(\u001b[33m\"\u001b[39m\u001b[33mAuthorization\u001b[39m\u001b[33m\"\u001b[39m), Omit):\n\u001b[32m 194\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m196\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(\n\u001b[32m 197\u001b[39m \u001b[33m'\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mCould not resolve authentication method. Expected either api_key or auth_token to be set. Or for one of the `X-Api-Key` or `Authorization` headers to be explicitly omitted\u001b[39m\u001b[33m\"\u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 198\u001b[39m )\n",
"\u001b[31mTypeError\u001b[39m: \"Could not resolve authentication method. Expected either api_key or auth_token to be set. Or for one of the `X-Api-Key` or `Authorization` headers to be explicitly omitted\""
]
}
],
"source": [
"# Anthropic has a slightly different API, and Max Tokens is required\n",
"\n",
"model_name = \"claude-3-7-sonnet-latest\"\n",
"\n",
"claude = Anthropic()\n",
"response = claude.messages.create(model=model_name, messages=messages, max_tokens=1000)\n",
"answer = response.content[0].text\n",
"\n",
"display(Markdown(answer))\n",
"competitors.append(model_name)\n",
"answers.append(answer)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "InternalServerError",
"evalue": "Error code: 503 - [{'error': {'code': 503, 'message': 'The model is overloaded. Please try again later.', 'status': 'UNAVAILABLE'}}]",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mInternalServerError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[12]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m gemini = OpenAI(api_key=google_api_key, base_url=\u001b[33m\"\u001b[39m\u001b[33mhttps://generativelanguage.googleapis.com/v1beta/openai/\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 2\u001b[39m model_name = \u001b[33m\"\u001b[39m\u001b[33mgemini-2.0-flash\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m response = \u001b[43mgemini\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 5\u001b[39m answer = response.choices[\u001b[32m0\u001b[39m].message.content\n\u001b[32m 7\u001b[39m display(Markdown(answer))\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_utils\\_utils.py:287\u001b[39m, in \u001b[36mrequired_args.<locals>.inner.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 285\u001b[39m msg = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[32m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 286\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[32m--> \u001b[39m\u001b[32m287\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\resources\\chat\\completions\\completions.py:925\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, audio, frequency_penalty, function_call, functions, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, modalities, n, parallel_tool_calls, prediction, presence_penalty, reasoning_effort, response_format, seed, service_tier, stop, store, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, web_search_options, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 882\u001b[39m \u001b[38;5;129m@required_args\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m], [\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mstream\u001b[39m\u001b[33m\"\u001b[39m])\n\u001b[32m 883\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 884\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 922\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 923\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 924\u001b[39m validate_response_format(response_format)\n\u001b[32m--> \u001b[39m\u001b[32m925\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 926\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 927\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 928\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 929\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 930\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 931\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43maudio\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43maudio\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 932\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 933\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 934\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 935\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 936\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 937\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_completion_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_completion_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 938\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 939\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 940\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodalities\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodalities\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 941\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mn\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 942\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mparallel_tool_calls\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 943\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mprediction\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mprediction\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 944\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 945\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_effort\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_effort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 946\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 947\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 948\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mservice_tier\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice_tier\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 949\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstop\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 950\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstore\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 951\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 952\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream_options\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 953\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtemperature\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 954\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtool_choice\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtool_choice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 955\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtools\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 956\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_logprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_logprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 957\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 958\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43muser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 959\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mweb_search_options\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mweb_search_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 960\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 961\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParamsStreaming\u001b[49m\n\u001b[32m 962\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\n\u001b[32m 963\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParamsNonStreaming\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 964\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 965\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 966\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 967\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 968\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 969\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 970\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 971\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_base_client.py:1249\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1235\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1236\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1237\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1244\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1245\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1246\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1247\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1248\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1249\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_base_client.py:1037\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1034\u001b[39m err.response.read()\n\u001b[32m 1036\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1037\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1039\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1041\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n",
"\u001b[31mInternalServerError\u001b[39m: Error code: 503 - [{'error': {'code': 503, 'message': 'The model is overloaded. Please try again later.', 'status': 'UNAVAILABLE'}}]"
]
}
],
"source": [
"gemini = OpenAI(api_key=google_api_key, base_url=\"https://generativelanguage.googleapis.com/v1beta/openai/\")\n",
"model_name = \"gemini-2.0-flash\"\n",
"\n",
"response = gemini.chat.completions.create(model=model_name, messages=messages)\n",
"answer = response.choices[0].message.content\n",
"\n",
"display(Markdown(answer))\n",
"competitors.append(model_name)\n",
"answers.append(answer)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "APIStatusError",
"evalue": "Error code: 402 - {'error': {'message': 'Insufficient Balance', 'type': 'unknown_error', 'param': None, 'code': 'invalid_request_error'}}",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mAPIStatusError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[13]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m deepseek = OpenAI(api_key=deepseek_api_key, base_url=\u001b[33m\"\u001b[39m\u001b[33mhttps://api.deepseek.com/v1\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 2\u001b[39m model_name = \u001b[33m\"\u001b[39m\u001b[33mdeepseek-chat\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m response = \u001b[43mdeepseek\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 5\u001b[39m answer = response.choices[\u001b[32m0\u001b[39m].message.content\n\u001b[32m 7\u001b[39m display(Markdown(answer))\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_utils\\_utils.py:287\u001b[39m, in \u001b[36mrequired_args.<locals>.inner.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 285\u001b[39m msg = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[32m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 286\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[32m--> \u001b[39m\u001b[32m287\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\resources\\chat\\completions\\completions.py:925\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, audio, frequency_penalty, function_call, functions, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, modalities, n, parallel_tool_calls, prediction, presence_penalty, reasoning_effort, response_format, seed, service_tier, stop, store, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, web_search_options, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 882\u001b[39m \u001b[38;5;129m@required_args\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m], [\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mstream\u001b[39m\u001b[33m\"\u001b[39m])\n\u001b[32m 883\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 884\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 922\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 923\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 924\u001b[39m validate_response_format(response_format)\n\u001b[32m--> \u001b[39m\u001b[32m925\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 926\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 927\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 928\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 929\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 930\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 931\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43maudio\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43maudio\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 932\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 933\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 934\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 935\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 936\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 937\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_completion_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_completion_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 938\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 939\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 940\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodalities\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodalities\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 941\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mn\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 942\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mparallel_tool_calls\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 943\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mprediction\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mprediction\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 944\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 945\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_effort\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_effort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 946\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 947\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 948\u001b[39m \u001b[43m 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961\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParamsStreaming\u001b[49m\n\u001b[32m 962\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\n\u001b[32m 963\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParamsNonStreaming\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 964\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 965\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 966\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 967\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 968\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 969\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 970\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 971\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_base_client.py:1249\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1235\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1236\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1237\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1244\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1245\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1246\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1247\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1248\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1249\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_base_client.py:1037\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1034\u001b[39m err.response.read()\n\u001b[32m 1036\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1037\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1039\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1041\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n",
"\u001b[31mAPIStatusError\u001b[39m: Error code: 402 - {'error': {'message': 'Insufficient Balance', 'type': 'unknown_error', 'param': None, 'code': 'invalid_request_error'}}"
]
}
],
"source": [
"deepseek = OpenAI(api_key=deepseek_api_key, base_url=\"https://api.deepseek.com/v1\")\n",
"model_name = \"deepseek-chat\"\n",
"\n",
"response = deepseek.chat.completions.create(model=model_name, messages=messages)\n",
"answer = response.choices[0].message.content\n",
"\n",
"display(Markdown(answer))\n",
"competitors.append(model_name)\n",
"answers.append(answer)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"After careful consideration, I'd propose the following three fundamental principles to design a society that balances individual freedom and collective well-being:\n",
"\n",
"**Principle 1: Autonomy and Self-Determination**\n",
"Every individual has the right to make choices about their own life, free from coercion or undue influence. This principle ensures that individuals have the freedom to pursue their passions, make decisions about their education, career, relationships, and healthcare, as long as they do not harm others. This principle would be enshrined in the society's constitution, protecting individual autonomy and promoting personal growth.\n",
"\n",
"**Principle 2: Social Solidarity and Mutual Support**\n",
"The society recognizes that individual well-being is intertwined with the well-being of others. This principle emphasizes the importance of collective support, cooperation, and reciprocity. It would ensure that everyone has access to basic needs like healthcare, education, and social security, regardless of their background or circumstances. This principle would foster a sense of community, promoting empathy, and encouraging individuals to contribute to the greater good.\n",
"\n",
"**Principle 3: Adaptive Governance and Participatory Democracy**\n",
"The society would be governed through a dynamic, inclusive, and transparent decision-making process. This principle would ensure that power is distributed equitably, and that every individual has a voice in shaping the society's policies and direction. Citizens would participate in regular, deliberative forums to discuss and resolve conflicts, and to set priorities for the collective good. This principle would allow the society to adapt to changing circumstances, balance individual interests with collective needs, and make informed decisions that promote the well-being of all members.\n",
"\n",
"**Addressing Potential Conflicts:**\n",
"\n",
"1. **Balancing Individual Freedom and Collective Well-being**: When individual autonomy conflicts with collective interests, the society would employ a nuanced, case-by-case approach. For instance, if an individual's actions harm the environment, the society might impose regulations to mitigate the harm while still respecting the individual's rights.\n",
"2. **Resolving Competing Interests**: In situations where multiple individuals or groups have conflicting interests, the society would facilitate open dialogue, mediation, and negotiation to find mutually beneficial solutions. This might involve compromise, arbitration, or seeking expert advice.\n",
"3. **Preventing Power Imbalances**: To prevent concentrations of power, the society would implement checks and balances, such as term limits, independent oversight bodies, and mechanisms for accountability. This would ensure that decision-making power remains distributed and responsive to the needs of all members.\n",
"4. **Addressing Inequality and Disparities**: The society would prioritize education, social mobility, and equal opportunities to address systemic inequalities. It would also establish programs to support marginalized or disadvantaged groups, promoting fairness and justice for all.\n",
"\n",
"**Additional Mechanisms to Support these Principles:**\n",
"\n",
"1. **Education and Critical Thinking**: The society would prioritize critical thinking, media literacy, and emotional intelligence to empower individuals to make informed decisions and engage in constructive dialogue.\n",
"2. **Conflict Resolution and Mediation**: The society would establish institutions and training programs to facilitate conflict resolution, mediation, and negotiation, helping individuals to resolve disputes in a peaceful and respectful manner.\n",
"3. **Transparency and Accountability**: The society would ensure that decision-making processes, governance structures, and resource allocation are transparent, accountable, and subject to regular audits and evaluations.\n",
"\n",
"By embracing these three fundamental principles and addressing potential conflicts through nuanced, adaptive governance, the society would strive to create a harmonious balance between individual freedom and collective well-being, fostering a thriving, equitable, and just community for all."
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"groq = OpenAI(api_key=groq_api_key, base_url=\"https://api.groq.com/openai/v1\")\n",
"model_name = \"llama-3.3-70b-versatile\"\n",
"\n",
"response = groq.chat.completions.create(model=model_name, messages=messages)\n",
"answer = response.choices[0].message.content\n",
"\n",
"display(Markdown(answer))\n",
"competitors.append(model_name)\n",
"answers.append(answer)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## For the next cell, we will use Ollama\n",
"\n",
"Ollama runs a local web service that gives an OpenAI compatible endpoint, \n",
"and runs models locally using high performance C++ code.\n",
"\n",
"If you don't have Ollama, install it here by visiting https://ollama.com then pressing Download and following the instructions.\n",
"\n",
"After it's installed, you should be able to visit here: http://localhost:11434 and see the message \"Ollama is running\"\n",
"\n",
"You might need to restart Cursor (and maybe reboot). Then open a Terminal (control+\\`) and run `ollama serve`\n",
"\n",
"Useful Ollama commands (run these in the terminal, or with an exclamation mark in this notebook):\n",
"\n",
"`ollama pull <model_name>` downloads a model locally \n",
"`ollama ls` lists all the models you've downloaded \n",
"`ollama rm <model_name>` deletes the specified model from your downloads"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table style=\"margin: 0; text-align: left; width:100%\">\n",
" <tr>\n",
" <td style=\"width: 150px; height: 150px; vertical-align: middle;\">\n",
" <img src=\"../assets/stop.png\" width=\"150\" height=\"150\" style=\"display: block;\" />\n",
" </td>\n",
" <td>\n",
" <h2 style=\"color:#ff7800;\">Super important - ignore me at your peril!</h2>\n",
" <span style=\"color:#ff7800;\">The model called <b>llama3.3</b> is FAR too large for home computers - it's not intended for personal computing and will consume all your resources! Stick with the nicely sized <b>llama3.2</b> or <b>llama3.2:1b</b> and if you want larger, try llama3.1 or smaller variants of Qwen, Gemma, Phi or DeepSeek. See the <A href=\"https://ollama.com/models\">the Ollama models page</a> for a full list of models and sizes.\n",
" </span>\n",
" </td>\n",
" </tr>\n",
"</table>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠋ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠙ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠹ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠸ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠼ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠴ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠦ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠧ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠇ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠏ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠋ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠙ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest ⠹ \u001b[K\u001b[?25h\u001b[?2026l\u001b[?2026h\u001b[?25l\u001b[1Gpulling manifest \u001b[K\n",
"pulling dde5aa3fc5ff: 100% ▕██████████████████▏ 2.0 GB \u001b[K\n",
"pulling 966de95ca8a6: 100% ▕██████████████████▏ 1.4 KB \u001b[K\n",
"pulling fcc5a6bec9da: 100% ▕██████████████████▏ 7.7 KB \u001b[K\n",
"pulling a70ff7e570d9: 100% ▕██████████████████▏ 6.0 KB \u001b[K\n",
"pulling 56bb8bd477a5: 100% ▕██████████████████▏ 96 B \u001b[K\n",
"pulling 34bb5ab01051: 100% ▕██████████████████▏ 561 B \u001b[K\n",
"verifying sha256 digest \u001b[K\n",
"writing manifest \u001b[K\n",
"success \u001b[K\u001b[?25h\u001b[?2026l\n"
]
}
],
"source": [
"!ollama pull llama3.2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"Designing a society with just three fundamental principles that balance individual freedom and collective well-being is a challenging but fascinating task. After careful consideration, I would propose the following three principles:\n",
"\n",
"**Principle 1: Autonomy and Self-Expression**\n",
"\n",
"Individuals have the right to pursue their passions, express themselves authentically, and make choices that align with their values and interests. This principle prioritizes personal growth, creativity, and self-donation.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Guarantee freedom of expression in all forms (speech, art, entertainment, etc.).\n",
"* Encourage education, skills training, and personal development to help individuals achieve their goals.\n",
"* Celebrate diversity and inclusivity to foster a culture of respect and empathy.\n",
"\n",
"**Principle 2: Mutual Support and Care**\n",
"\n",
"The well-being of the community is intertwined with individual happiness and success. This principle emphasizes mutual support, cooperation, and collective responsibility for creating a thriving society.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Establish a social safety net that provides essential services (healthcare, education, housing) to all members.\n",
"* Encourage volunteerism, community service, and cooperative economics to foster reciprocity and civic engagement.\n",
"* Promote restorative justice practices and community mediation to resolve conflicts peacefully.\n",
"\n",
"**Principle 3: Balance and Stewardship**\n",
"\n",
"This principle acknowledges that individual freedom and collective well-being are not mutually exclusive. It recognizes the need for balance between personal pursuits and societal responsibilities, ensuring that both are sustainable over time.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Implement policies that mitigate environmental degradation and climate change.\n",
"* Ensure equitable resource distribution to prevent unequal access to basic needs like food, clean water, and healthcare.\n",
"* Incorporate participatory governance models that involve citizens in decision-making processes affecting their communities.\n",
"\n",
"Addressing potential conflicts between these principles will require ongoing dialogue, negotiation, and compromise. Here are some strategies for managing tensions:\n",
"\n",
"1. **Dialogue and Conflict Mapping**: Periodically gather diverse groups for facilitated discussions to identify areas of conflict and develop creative solutions.\n",
"2. **Prioritization Mechanisms**: Establish clear decision-making processes that prioritize competing demands, focusing on the most critical aspects of each principle.\n",
"3. **Feedback Loops and Reflection**: Implement regular assessments to evaluate how well each principle is balancing individual freedom with collective well-being, adjusting the system as needed.\n",
"4. **Emphasizing Shared Governance**: Foster participatory governance models where citizens hold key decision-making positions, ensuring that their diverse perspectives are represented.\n",
"\n",
"By integrating these three principles and employing strategies for managing conflict, a society can successfully balance individual freedom with collective well-being, creating an environment where individuals thrive while also contributing to the greater good."
],
"text/plain": [
"<IPython.core.display.Markdown object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ollama = OpenAI(base_url='http://localhost:11434/v1', api_key='ollama')\n",
"model_name = \"llama3.2\"\n",
"\n",
"response = ollama.chat.completions.create(model=model_name, messages=messages)\n",
"answer = response.choices[0].message.content\n",
"\n",
"display(Markdown(answer))\n",
"competitors.append(model_name)\n",
"answers.append(answer)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"['gpt-4o-mini', 'llama-3.3-70b-versatile', 'llama3.2']\n",
"[\"Designing a society that balances individual freedom with collective well-being requires careful consideration of principles that can guide interactions and governance. Here are three fundamental principles I would propose:\\n\\n### 1. **Autonomy with Accountability**\\n- **Definition**: Individuals have the right to make their own choices, but with the understanding that those choices may impact others. Each person is accountable for the consequences of their actions within the community.\\n- **Application**: This principle fosters individual freedom while emphasizing the importance of responsible decision-making. Community education programs can enhance awareness of how personal choices affect the collective and promote critical thinking.\\n\\n### 2. **Solidarity through Inclusivity**\\n- **Definition**: The community thrives when all voices are heard and respected. Inclusivity involves actively engaging marginalized groups and ensuring equitable access to resources, opportunities, and decision-making processes.\\n- **Application**: By creating platforms for dialogue and ensuring that policies are shaped by diverse perspectives, this principle ensures that collective well-being is reflective of the entire community's needs. Training in conflict resolution and collaboration can help build understanding and solidarity across different groups.\\n\\n### 3. **Sustainability and Reciprocity**\\n- **Definition**: Individuals and communities have a responsibility to manage resources in a sustainable manner to protect the environment and ensure the well-being of future generations. This involves a reciprocal relationship where individuals contribute to the collective good while being supported by it.\\n- **Application**: Policies that promote sustainable practices, investment in renewable resources, and social safety nets can be established to ensure that personal freedoms do not come at the expense of the environment or the well-being of others. Community engagement in environmental initiatives can strengthen this sense of reciprocity.\\n\\n### Addressing Potential Conflicts\\nConflicts may arise when individual freedoms clash with collective well-being. Here’s how these principles can be reconciled:\\n\\n1. **Dialogical Framework**: Establish regular community forums where issues can be discussed openly. This helps individuals voice concerns and collectively find solutions without suppressing dissent.\\n\\n2. **Adaptive Governance**: Create flexible laws and regulations that can evolve based on community feedback and changing circumstances. This ensures that both individual rights and collective interests are monitored and adjusted as necessary.\\n\\n3. **Conflict Mediation Mechanisms**: Develop systems for conflict resolution that prioritize mediation and restorative justice, allowing individuals to understand the impact of their choices on others, while also empowering them to express their needs and limitations.\\n\\nBy integrating these principles and methods of conflict resolution, the designed society can strive toward a harmonious balance where individual freedoms are celebrated, accountability is enforced, collective well-being is prioritized, and sustainability is a shared goal.\", \"After careful consideration, I'd propose the following three fundamental principles to design a society that balances individual freedom and collective well-being:\\n\\n**Principle 1: Autonomy and Self-Determination**\\nEvery individual has the right to make choices about their own life, free from coercion or undue influence. This principle ensures that individuals have the freedom to pursue their passions, make decisions about their education, career, relationships, and healthcare, as long as they do not harm others. This principle would be enshrined in the society's constitution, protecting individual autonomy and promoting personal growth.\\n\\n**Principle 2: Social Solidarity and Mutual Support**\\nThe society recognizes that individual well-being is intertwined with the well-being of others. This principle emphasizes the importance of collective support, cooperation, and reciprocity. It would ensure that everyone has access to basic needs like healthcare, education, and social security, regardless of their background or circumstances. This principle would foster a sense of community, promoting empathy, and encouraging individuals to contribute to the greater good.\\n\\n**Principle 3: Adaptive Governance and Participatory Democracy**\\nThe society would be governed through a dynamic, inclusive, and transparent decision-making process. This principle would ensure that power is distributed equitably, and that every individual has a voice in shaping the society's policies and direction. Citizens would participate in regular, deliberative forums to discuss and resolve conflicts, and to set priorities for the collective good. This principle would allow the society to adapt to changing circumstances, balance individual interests with collective needs, and make informed decisions that promote the well-being of all members.\\n\\n**Addressing Potential Conflicts:**\\n\\n1. **Balancing Individual Freedom and Collective Well-being**: When individual autonomy conflicts with collective interests, the society would employ a nuanced, case-by-case approach. For instance, if an individual's actions harm the environment, the society might impose regulations to mitigate the harm while still respecting the individual's rights.\\n2. **Resolving Competing Interests**: In situations where multiple individuals or groups have conflicting interests, the society would facilitate open dialogue, mediation, and negotiation to find mutually beneficial solutions. This might involve compromise, arbitration, or seeking expert advice.\\n3. **Preventing Power Imbalances**: To prevent concentrations of power, the society would implement checks and balances, such as term limits, independent oversight bodies, and mechanisms for accountability. This would ensure that decision-making power remains distributed and responsive to the needs of all members.\\n4. **Addressing Inequality and Disparities**: The society would prioritize education, social mobility, and equal opportunities to address systemic inequalities. It would also establish programs to support marginalized or disadvantaged groups, promoting fairness and justice for all.\\n\\n**Additional Mechanisms to Support these Principles:**\\n\\n1. **Education and Critical Thinking**: The society would prioritize critical thinking, media literacy, and emotional intelligence to empower individuals to make informed decisions and engage in constructive dialogue.\\n2. **Conflict Resolution and Mediation**: The society would establish institutions and training programs to facilitate conflict resolution, mediation, and negotiation, helping individuals to resolve disputes in a peaceful and respectful manner.\\n3. **Transparency and Accountability**: The society would ensure that decision-making processes, governance structures, and resource allocation are transparent, accountable, and subject to regular audits and evaluations.\\n\\nBy embracing these three fundamental principles and addressing potential conflicts through nuanced, adaptive governance, the society would strive to create a harmonious balance between individual freedom and collective well-being, fostering a thriving, equitable, and just community for all.\", 'Designing a society with just three fundamental principles that balance individual freedom and collective well-being is a challenging but fascinating task. After careful consideration, I would propose the following three principles:\\n\\n**Principle 1: Autonomy and Self-Expression**\\n\\nIndividuals have the right to pursue their passions, express themselves authentically, and make choices that align with their values and interests. This principle prioritizes personal growth, creativity, and self-donation.\\n\\nTo implement this principle:\\n\\n* Guarantee freedom of expression in all forms (speech, art, entertainment, etc.).\\n* Encourage education, skills training, and personal development to help individuals achieve their goals.\\n* Celebrate diversity and inclusivity to foster a culture of respect and empathy.\\n\\n**Principle 2: Mutual Support and Care**\\n\\nThe well-being of the community is intertwined with individual happiness and success. This principle emphasizes mutual support, cooperation, and collective responsibility for creating a thriving society.\\n\\nTo implement this principle:\\n\\n* Establish a social safety net that provides essential services (healthcare, education, housing) to all members.\\n* Encourage volunteerism, community service, and cooperative economics to foster reciprocity and civic engagement.\\n* Promote restorative justice practices and community mediation to resolve conflicts peacefully.\\n\\n**Principle 3: Balance and Stewardship**\\n\\nThis principle acknowledges that individual freedom and collective well-being are not mutually exclusive. It recognizes the need for balance between personal pursuits and societal responsibilities, ensuring that both are sustainable over time.\\n\\nTo implement this principle:\\n\\n* Implement policies that mitigate environmental degradation and climate change.\\n* Ensure equitable resource distribution to prevent unequal access to basic needs like food, clean water, and healthcare.\\n* Incorporate participatory governance models that involve citizens in decision-making processes affecting their communities.\\n\\nAddressing potential conflicts between these principles will require ongoing dialogue, negotiation, and compromise. Here are some strategies for managing tensions:\\n\\n1. **Dialogue and Conflict Mapping**: Periodically gather diverse groups for facilitated discussions to identify areas of conflict and develop creative solutions.\\n2. **Prioritization Mechanisms**: Establish clear decision-making processes that prioritize competing demands, focusing on the most critical aspects of each principle.\\n3. **Feedback Loops and Reflection**: Implement regular assessments to evaluate how well each principle is balancing individual freedom with collective well-being, adjusting the system as needed.\\n4. **Emphasizing Shared Governance**: Foster participatory governance models where citizens hold key decision-making positions, ensuring that their diverse perspectives are represented.\\n\\nBy integrating these three principles and employing strategies for managing conflict, a society can successfully balance individual freedom with collective well-being, creating an environment where individuals thrive while also contributing to the greater good.']\n"
]
}
],
"source": [
"# So where are we?\n",
"\n",
"print(competitors)\n",
"print(answers)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Competitor: gpt-4o-mini\n",
"\n",
"Designing a society that balances individual freedom with collective well-being requires careful consideration of principles that can guide interactions and governance. Here are three fundamental principles I would propose:\n",
"\n",
"### 1. **Autonomy with Accountability**\n",
"- **Definition**: Individuals have the right to make their own choices, but with the understanding that those choices may impact others. Each person is accountable for the consequences of their actions within the community.\n",
"- **Application**: This principle fosters individual freedom while emphasizing the importance of responsible decision-making. Community education programs can enhance awareness of how personal choices affect the collective and promote critical thinking.\n",
"\n",
"### 2. **Solidarity through Inclusivity**\n",
"- **Definition**: The community thrives when all voices are heard and respected. Inclusivity involves actively engaging marginalized groups and ensuring equitable access to resources, opportunities, and decision-making processes.\n",
"- **Application**: By creating platforms for dialogue and ensuring that policies are shaped by diverse perspectives, this principle ensures that collective well-being is reflective of the entire community's needs. Training in conflict resolution and collaboration can help build understanding and solidarity across different groups.\n",
"\n",
"### 3. **Sustainability and Reciprocity**\n",
"- **Definition**: Individuals and communities have a responsibility to manage resources in a sustainable manner to protect the environment and ensure the well-being of future generations. This involves a reciprocal relationship where individuals contribute to the collective good while being supported by it.\n",
"- **Application**: Policies that promote sustainable practices, investment in renewable resources, and social safety nets can be established to ensure that personal freedoms do not come at the expense of the environment or the well-being of others. Community engagement in environmental initiatives can strengthen this sense of reciprocity.\n",
"\n",
"### Addressing Potential Conflicts\n",
"Conflicts may arise when individual freedoms clash with collective well-being. Here’s how these principles can be reconciled:\n",
"\n",
"1. **Dialogical Framework**: Establish regular community forums where issues can be discussed openly. This helps individuals voice concerns and collectively find solutions without suppressing dissent.\n",
"\n",
"2. **Adaptive Governance**: Create flexible laws and regulations that can evolve based on community feedback and changing circumstances. This ensures that both individual rights and collective interests are monitored and adjusted as necessary.\n",
"\n",
"3. **Conflict Mediation Mechanisms**: Develop systems for conflict resolution that prioritize mediation and restorative justice, allowing individuals to understand the impact of their choices on others, while also empowering them to express their needs and limitations.\n",
"\n",
"By integrating these principles and methods of conflict resolution, the designed society can strive toward a harmonious balance where individual freedoms are celebrated, accountability is enforced, collective well-being is prioritized, and sustainability is a shared goal.\n",
"Competitor: llama-3.3-70b-versatile\n",
"\n",
"After careful consideration, I'd propose the following three fundamental principles to design a society that balances individual freedom and collective well-being:\n",
"\n",
"**Principle 1: Autonomy and Self-Determination**\n",
"Every individual has the right to make choices about their own life, free from coercion or undue influence. This principle ensures that individuals have the freedom to pursue their passions, make decisions about their education, career, relationships, and healthcare, as long as they do not harm others. This principle would be enshrined in the society's constitution, protecting individual autonomy and promoting personal growth.\n",
"\n",
"**Principle 2: Social Solidarity and Mutual Support**\n",
"The society recognizes that individual well-being is intertwined with the well-being of others. This principle emphasizes the importance of collective support, cooperation, and reciprocity. It would ensure that everyone has access to basic needs like healthcare, education, and social security, regardless of their background or circumstances. This principle would foster a sense of community, promoting empathy, and encouraging individuals to contribute to the greater good.\n",
"\n",
"**Principle 3: Adaptive Governance and Participatory Democracy**\n",
"The society would be governed through a dynamic, inclusive, and transparent decision-making process. This principle would ensure that power is distributed equitably, and that every individual has a voice in shaping the society's policies and direction. Citizens would participate in regular, deliberative forums to discuss and resolve conflicts, and to set priorities for the collective good. This principle would allow the society to adapt to changing circumstances, balance individual interests with collective needs, and make informed decisions that promote the well-being of all members.\n",
"\n",
"**Addressing Potential Conflicts:**\n",
"\n",
"1. **Balancing Individual Freedom and Collective Well-being**: When individual autonomy conflicts with collective interests, the society would employ a nuanced, case-by-case approach. For instance, if an individual's actions harm the environment, the society might impose regulations to mitigate the harm while still respecting the individual's rights.\n",
"2. **Resolving Competing Interests**: In situations where multiple individuals or groups have conflicting interests, the society would facilitate open dialogue, mediation, and negotiation to find mutually beneficial solutions. This might involve compromise, arbitration, or seeking expert advice.\n",
"3. **Preventing Power Imbalances**: To prevent concentrations of power, the society would implement checks and balances, such as term limits, independent oversight bodies, and mechanisms for accountability. This would ensure that decision-making power remains distributed and responsive to the needs of all members.\n",
"4. **Addressing Inequality and Disparities**: The society would prioritize education, social mobility, and equal opportunities to address systemic inequalities. It would also establish programs to support marginalized or disadvantaged groups, promoting fairness and justice for all.\n",
"\n",
"**Additional Mechanisms to Support these Principles:**\n",
"\n",
"1. **Education and Critical Thinking**: The society would prioritize critical thinking, media literacy, and emotional intelligence to empower individuals to make informed decisions and engage in constructive dialogue.\n",
"2. **Conflict Resolution and Mediation**: The society would establish institutions and training programs to facilitate conflict resolution, mediation, and negotiation, helping individuals to resolve disputes in a peaceful and respectful manner.\n",
"3. **Transparency and Accountability**: The society would ensure that decision-making processes, governance structures, and resource allocation are transparent, accountable, and subject to regular audits and evaluations.\n",
"\n",
"By embracing these three fundamental principles and addressing potential conflicts through nuanced, adaptive governance, the society would strive to create a harmonious balance between individual freedom and collective well-being, fostering a thriving, equitable, and just community for all.\n",
"Competitor: llama3.2\n",
"\n",
"Designing a society with just three fundamental principles that balance individual freedom and collective well-being is a challenging but fascinating task. After careful consideration, I would propose the following three principles:\n",
"\n",
"**Principle 1: Autonomy and Self-Expression**\n",
"\n",
"Individuals have the right to pursue their passions, express themselves authentically, and make choices that align with their values and interests. This principle prioritizes personal growth, creativity, and self-donation.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Guarantee freedom of expression in all forms (speech, art, entertainment, etc.).\n",
"* Encourage education, skills training, and personal development to help individuals achieve their goals.\n",
"* Celebrate diversity and inclusivity to foster a culture of respect and empathy.\n",
"\n",
"**Principle 2: Mutual Support and Care**\n",
"\n",
"The well-being of the community is intertwined with individual happiness and success. This principle emphasizes mutual support, cooperation, and collective responsibility for creating a thriving society.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Establish a social safety net that provides essential services (healthcare, education, housing) to all members.\n",
"* Encourage volunteerism, community service, and cooperative economics to foster reciprocity and civic engagement.\n",
"* Promote restorative justice practices and community mediation to resolve conflicts peacefully.\n",
"\n",
"**Principle 3: Balance and Stewardship**\n",
"\n",
"This principle acknowledges that individual freedom and collective well-being are not mutually exclusive. It recognizes the need for balance between personal pursuits and societal responsibilities, ensuring that both are sustainable over time.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Implement policies that mitigate environmental degradation and climate change.\n",
"* Ensure equitable resource distribution to prevent unequal access to basic needs like food, clean water, and healthcare.\n",
"* Incorporate participatory governance models that involve citizens in decision-making processes affecting their communities.\n",
"\n",
"Addressing potential conflicts between these principles will require ongoing dialogue, negotiation, and compromise. Here are some strategies for managing tensions:\n",
"\n",
"1. **Dialogue and Conflict Mapping**: Periodically gather diverse groups for facilitated discussions to identify areas of conflict and develop creative solutions.\n",
"2. **Prioritization Mechanisms**: Establish clear decision-making processes that prioritize competing demands, focusing on the most critical aspects of each principle.\n",
"3. **Feedback Loops and Reflection**: Implement regular assessments to evaluate how well each principle is balancing individual freedom with collective well-being, adjusting the system as needed.\n",
"4. **Emphasizing Shared Governance**: Foster participatory governance models where citizens hold key decision-making positions, ensuring that their diverse perspectives are represented.\n",
"\n",
"By integrating these three principles and employing strategies for managing conflict, a society can successfully balance individual freedom with collective well-being, creating an environment where individuals thrive while also contributing to the greater good.\n"
]
}
],
"source": [
"# It's nice to know how to use \"zip\"\n",
"for competitor, answer in zip(competitors, answers):\n",
" print(f\"Competitor: {competitor}\\n\\n{answer}\")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Let's bring this together - note the use of \"enumerate\"\n",
"\n",
"together = \"\"\n",
"for index, answer in enumerate(answers):\n",
" together += f\"# Response from competitor {index+1}\\n\\n\"\n",
" together += answer + \"\\n\\n\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# Response from competitor 1\n",
"\n",
"Designing a society that balances individual freedom with collective well-being requires careful consideration of principles that can guide interactions and governance. Here are three fundamental principles I would propose:\n",
"\n",
"### 1. **Autonomy with Accountability**\n",
"- **Definition**: Individuals have the right to make their own choices, but with the understanding that those choices may impact others. Each person is accountable for the consequences of their actions within the community.\n",
"- **Application**: This principle fosters individual freedom while emphasizing the importance of responsible decision-making. Community education programs can enhance awareness of how personal choices affect the collective and promote critical thinking.\n",
"\n",
"### 2. **Solidarity through Inclusivity**\n",
"- **Definition**: The community thrives when all voices are heard and respected. Inclusivity involves actively engaging marginalized groups and ensuring equitable access to resources, opportunities, and decision-making processes.\n",
"- **Application**: By creating platforms for dialogue and ensuring that policies are shaped by diverse perspectives, this principle ensures that collective well-being is reflective of the entire community's needs. Training in conflict resolution and collaboration can help build understanding and solidarity across different groups.\n",
"\n",
"### 3. **Sustainability and Reciprocity**\n",
"- **Definition**: Individuals and communities have a responsibility to manage resources in a sustainable manner to protect the environment and ensure the well-being of future generations. This involves a reciprocal relationship where individuals contribute to the collective good while being supported by it.\n",
"- **Application**: Policies that promote sustainable practices, investment in renewable resources, and social safety nets can be established to ensure that personal freedoms do not come at the expense of the environment or the well-being of others. Community engagement in environmental initiatives can strengthen this sense of reciprocity.\n",
"\n",
"### Addressing Potential Conflicts\n",
"Conflicts may arise when individual freedoms clash with collective well-being. Here’s how these principles can be reconciled:\n",
"\n",
"1. **Dialogical Framework**: Establish regular community forums where issues can be discussed openly. This helps individuals voice concerns and collectively find solutions without suppressing dissent.\n",
"\n",
"2. **Adaptive Governance**: Create flexible laws and regulations that can evolve based on community feedback and changing circumstances. This ensures that both individual rights and collective interests are monitored and adjusted as necessary.\n",
"\n",
"3. **Conflict Mediation Mechanisms**: Develop systems for conflict resolution that prioritize mediation and restorative justice, allowing individuals to understand the impact of their choices on others, while also empowering them to express their needs and limitations.\n",
"\n",
"By integrating these principles and methods of conflict resolution, the designed society can strive toward a harmonious balance where individual freedoms are celebrated, accountability is enforced, collective well-being is prioritized, and sustainability is a shared goal.\n",
"\n",
"# Response from competitor 2\n",
"\n",
"After careful consideration, I'd propose the following three fundamental principles to design a society that balances individual freedom and collective well-being:\n",
"\n",
"**Principle 1: Autonomy and Self-Determination**\n",
"Every individual has the right to make choices about their own life, free from coercion or undue influence. This principle ensures that individuals have the freedom to pursue their passions, make decisions about their education, career, relationships, and healthcare, as long as they do not harm others. This principle would be enshrined in the society's constitution, protecting individual autonomy and promoting personal growth.\n",
"\n",
"**Principle 2: Social Solidarity and Mutual Support**\n",
"The society recognizes that individual well-being is intertwined with the well-being of others. This principle emphasizes the importance of collective support, cooperation, and reciprocity. It would ensure that everyone has access to basic needs like healthcare, education, and social security, regardless of their background or circumstances. This principle would foster a sense of community, promoting empathy, and encouraging individuals to contribute to the greater good.\n",
"\n",
"**Principle 3: Adaptive Governance and Participatory Democracy**\n",
"The society would be governed through a dynamic, inclusive, and transparent decision-making process. This principle would ensure that power is distributed equitably, and that every individual has a voice in shaping the society's policies and direction. Citizens would participate in regular, deliberative forums to discuss and resolve conflicts, and to set priorities for the collective good. This principle would allow the society to adapt to changing circumstances, balance individual interests with collective needs, and make informed decisions that promote the well-being of all members.\n",
"\n",
"**Addressing Potential Conflicts:**\n",
"\n",
"1. **Balancing Individual Freedom and Collective Well-being**: When individual autonomy conflicts with collective interests, the society would employ a nuanced, case-by-case approach. For instance, if an individual's actions harm the environment, the society might impose regulations to mitigate the harm while still respecting the individual's rights.\n",
"2. **Resolving Competing Interests**: In situations where multiple individuals or groups have conflicting interests, the society would facilitate open dialogue, mediation, and negotiation to find mutually beneficial solutions. This might involve compromise, arbitration, or seeking expert advice.\n",
"3. **Preventing Power Imbalances**: To prevent concentrations of power, the society would implement checks and balances, such as term limits, independent oversight bodies, and mechanisms for accountability. This would ensure that decision-making power remains distributed and responsive to the needs of all members.\n",
"4. **Addressing Inequality and Disparities**: The society would prioritize education, social mobility, and equal opportunities to address systemic inequalities. It would also establish programs to support marginalized or disadvantaged groups, promoting fairness and justice for all.\n",
"\n",
"**Additional Mechanisms to Support these Principles:**\n",
"\n",
"1. **Education and Critical Thinking**: The society would prioritize critical thinking, media literacy, and emotional intelligence to empower individuals to make informed decisions and engage in constructive dialogue.\n",
"2. **Conflict Resolution and Mediation**: The society would establish institutions and training programs to facilitate conflict resolution, mediation, and negotiation, helping individuals to resolve disputes in a peaceful and respectful manner.\n",
"3. **Transparency and Accountability**: The society would ensure that decision-making processes, governance structures, and resource allocation are transparent, accountable, and subject to regular audits and evaluations.\n",
"\n",
"By embracing these three fundamental principles and addressing potential conflicts through nuanced, adaptive governance, the society would strive to create a harmonious balance between individual freedom and collective well-being, fostering a thriving, equitable, and just community for all.\n",
"\n",
"# Response from competitor 3\n",
"\n",
"Designing a society with just three fundamental principles that balance individual freedom and collective well-being is a challenging but fascinating task. After careful consideration, I would propose the following three principles:\n",
"\n",
"**Principle 1: Autonomy and Self-Expression**\n",
"\n",
"Individuals have the right to pursue their passions, express themselves authentically, and make choices that align with their values and interests. This principle prioritizes personal growth, creativity, and self-donation.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Guarantee freedom of expression in all forms (speech, art, entertainment, etc.).\n",
"* Encourage education, skills training, and personal development to help individuals achieve their goals.\n",
"* Celebrate diversity and inclusivity to foster a culture of respect and empathy.\n",
"\n",
"**Principle 2: Mutual Support and Care**\n",
"\n",
"The well-being of the community is intertwined with individual happiness and success. This principle emphasizes mutual support, cooperation, and collective responsibility for creating a thriving society.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Establish a social safety net that provides essential services (healthcare, education, housing) to all members.\n",
"* Encourage volunteerism, community service, and cooperative economics to foster reciprocity and civic engagement.\n",
"* Promote restorative justice practices and community mediation to resolve conflicts peacefully.\n",
"\n",
"**Principle 3: Balance and Stewardship**\n",
"\n",
"This principle acknowledges that individual freedom and collective well-being are not mutually exclusive. It recognizes the need for balance between personal pursuits and societal responsibilities, ensuring that both are sustainable over time.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Implement policies that mitigate environmental degradation and climate change.\n",
"* Ensure equitable resource distribution to prevent unequal access to basic needs like food, clean water, and healthcare.\n",
"* Incorporate participatory governance models that involve citizens in decision-making processes affecting their communities.\n",
"\n",
"Addressing potential conflicts between these principles will require ongoing dialogue, negotiation, and compromise. Here are some strategies for managing tensions:\n",
"\n",
"1. **Dialogue and Conflict Mapping**: Periodically gather diverse groups for facilitated discussions to identify areas of conflict and develop creative solutions.\n",
"2. **Prioritization Mechanisms**: Establish clear decision-making processes that prioritize competing demands, focusing on the most critical aspects of each principle.\n",
"3. **Feedback Loops and Reflection**: Implement regular assessments to evaluate how well each principle is balancing individual freedom with collective well-being, adjusting the system as needed.\n",
"4. **Emphasizing Shared Governance**: Foster participatory governance models where citizens hold key decision-making positions, ensuring that their diverse perspectives are represented.\n",
"\n",
"By integrating these three principles and employing strategies for managing conflict, a society can successfully balance individual freedom with collective well-being, creating an environment where individuals thrive while also contributing to the greater good.\n",
"\n",
"\n"
]
}
],
"source": [
"print(together)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"judge = f\"\"\"You are judging a competition between {len(competitors)} competitors.\n",
"Each model has been given this question:\n",
"\n",
"{question}\n",
"\n",
"Your job is to evaluate each response for clarity and strength of argument, and rank them in order of best to worst.\n",
"Respond with JSON, and only JSON, with the following format:\n",
"{{\"results\": [\"best competitor number\", \"second best competitor number\", \"third best competitor number\", ...]}}\n",
"\n",
"Here are the responses from each competitor:\n",
"\n",
"{together}\n",
"\n",
"Now respond with the JSON with the ranked order of the competitors, nothing else. Do not include markdown formatting or code blocks.\"\"\"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"You are judging a competition between 3 competitors.\n",
"Each model has been given this question:\n",
"\n",
"If you could design a society using only three fundamental principles that prioritize both individual freedom and collective well-being, what would those principles be, and how would you address potential conflicts between them?\n",
"\n",
"Your job is to evaluate each response for clarity and strength of argument, and rank them in order of best to worst.\n",
"Respond with JSON, and only JSON, with the following format:\n",
"{\"results\": [\"best competitor number\", \"second best competitor number\", \"third best competitor number\", ...]}\n",
"\n",
"Here are the responses from each competitor:\n",
"\n",
"# Response from competitor 1\n",
"\n",
"Designing a society that balances individual freedom with collective well-being requires careful consideration of principles that can guide interactions and governance. Here are three fundamental principles I would propose:\n",
"\n",
"### 1. **Autonomy with Accountability**\n",
"- **Definition**: Individuals have the right to make their own choices, but with the understanding that those choices may impact others. Each person is accountable for the consequences of their actions within the community.\n",
"- **Application**: This principle fosters individual freedom while emphasizing the importance of responsible decision-making. Community education programs can enhance awareness of how personal choices affect the collective and promote critical thinking.\n",
"\n",
"### 2. **Solidarity through Inclusivity**\n",
"- **Definition**: The community thrives when all voices are heard and respected. Inclusivity involves actively engaging marginalized groups and ensuring equitable access to resources, opportunities, and decision-making processes.\n",
"- **Application**: By creating platforms for dialogue and ensuring that policies are shaped by diverse perspectives, this principle ensures that collective well-being is reflective of the entire community's needs. Training in conflict resolution and collaboration can help build understanding and solidarity across different groups.\n",
"\n",
"### 3. **Sustainability and Reciprocity**\n",
"- **Definition**: Individuals and communities have a responsibility to manage resources in a sustainable manner to protect the environment and ensure the well-being of future generations. This involves a reciprocal relationship where individuals contribute to the collective good while being supported by it.\n",
"- **Application**: Policies that promote sustainable practices, investment in renewable resources, and social safety nets can be established to ensure that personal freedoms do not come at the expense of the environment or the well-being of others. Community engagement in environmental initiatives can strengthen this sense of reciprocity.\n",
"\n",
"### Addressing Potential Conflicts\n",
"Conflicts may arise when individual freedoms clash with collective well-being. Here’s how these principles can be reconciled:\n",
"\n",
"1. **Dialogical Framework**: Establish regular community forums where issues can be discussed openly. This helps individuals voice concerns and collectively find solutions without suppressing dissent.\n",
"\n",
"2. **Adaptive Governance**: Create flexible laws and regulations that can evolve based on community feedback and changing circumstances. This ensures that both individual rights and collective interests are monitored and adjusted as necessary.\n",
"\n",
"3. **Conflict Mediation Mechanisms**: Develop systems for conflict resolution that prioritize mediation and restorative justice, allowing individuals to understand the impact of their choices on others, while also empowering them to express their needs and limitations.\n",
"\n",
"By integrating these principles and methods of conflict resolution, the designed society can strive toward a harmonious balance where individual freedoms are celebrated, accountability is enforced, collective well-being is prioritized, and sustainability is a shared goal.\n",
"\n",
"# Response from competitor 2\n",
"\n",
"After careful consideration, I'd propose the following three fundamental principles to design a society that balances individual freedom and collective well-being:\n",
"\n",
"**Principle 1: Autonomy and Self-Determination**\n",
"Every individual has the right to make choices about their own life, free from coercion or undue influence. This principle ensures that individuals have the freedom to pursue their passions, make decisions about their education, career, relationships, and healthcare, as long as they do not harm others. This principle would be enshrined in the society's constitution, protecting individual autonomy and promoting personal growth.\n",
"\n",
"**Principle 2: Social Solidarity and Mutual Support**\n",
"The society recognizes that individual well-being is intertwined with the well-being of others. This principle emphasizes the importance of collective support, cooperation, and reciprocity. It would ensure that everyone has access to basic needs like healthcare, education, and social security, regardless of their background or circumstances. This principle would foster a sense of community, promoting empathy, and encouraging individuals to contribute to the greater good.\n",
"\n",
"**Principle 3: Adaptive Governance and Participatory Democracy**\n",
"The society would be governed through a dynamic, inclusive, and transparent decision-making process. This principle would ensure that power is distributed equitably, and that every individual has a voice in shaping the society's policies and direction. Citizens would participate in regular, deliberative forums to discuss and resolve conflicts, and to set priorities for the collective good. This principle would allow the society to adapt to changing circumstances, balance individual interests with collective needs, and make informed decisions that promote the well-being of all members.\n",
"\n",
"**Addressing Potential Conflicts:**\n",
"\n",
"1. **Balancing Individual Freedom and Collective Well-being**: When individual autonomy conflicts with collective interests, the society would employ a nuanced, case-by-case approach. For instance, if an individual's actions harm the environment, the society might impose regulations to mitigate the harm while still respecting the individual's rights.\n",
"2. **Resolving Competing Interests**: In situations where multiple individuals or groups have conflicting interests, the society would facilitate open dialogue, mediation, and negotiation to find mutually beneficial solutions. This might involve compromise, arbitration, or seeking expert advice.\n",
"3. **Preventing Power Imbalances**: To prevent concentrations of power, the society would implement checks and balances, such as term limits, independent oversight bodies, and mechanisms for accountability. This would ensure that decision-making power remains distributed and responsive to the needs of all members.\n",
"4. **Addressing Inequality and Disparities**: The society would prioritize education, social mobility, and equal opportunities to address systemic inequalities. It would also establish programs to support marginalized or disadvantaged groups, promoting fairness and justice for all.\n",
"\n",
"**Additional Mechanisms to Support these Principles:**\n",
"\n",
"1. **Education and Critical Thinking**: The society would prioritize critical thinking, media literacy, and emotional intelligence to empower individuals to make informed decisions and engage in constructive dialogue.\n",
"2. **Conflict Resolution and Mediation**: The society would establish institutions and training programs to facilitate conflict resolution, mediation, and negotiation, helping individuals to resolve disputes in a peaceful and respectful manner.\n",
"3. **Transparency and Accountability**: The society would ensure that decision-making processes, governance structures, and resource allocation are transparent, accountable, and subject to regular audits and evaluations.\n",
"\n",
"By embracing these three fundamental principles and addressing potential conflicts through nuanced, adaptive governance, the society would strive to create a harmonious balance between individual freedom and collective well-being, fostering a thriving, equitable, and just community for all.\n",
"\n",
"# Response from competitor 3\n",
"\n",
"Designing a society with just three fundamental principles that balance individual freedom and collective well-being is a challenging but fascinating task. After careful consideration, I would propose the following three principles:\n",
"\n",
"**Principle 1: Autonomy and Self-Expression**\n",
"\n",
"Individuals have the right to pursue their passions, express themselves authentically, and make choices that align with their values and interests. This principle prioritizes personal growth, creativity, and self-donation.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Guarantee freedom of expression in all forms (speech, art, entertainment, etc.).\n",
"* Encourage education, skills training, and personal development to help individuals achieve their goals.\n",
"* Celebrate diversity and inclusivity to foster a culture of respect and empathy.\n",
"\n",
"**Principle 2: Mutual Support and Care**\n",
"\n",
"The well-being of the community is intertwined with individual happiness and success. This principle emphasizes mutual support, cooperation, and collective responsibility for creating a thriving society.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Establish a social safety net that provides essential services (healthcare, education, housing) to all members.\n",
"* Encourage volunteerism, community service, and cooperative economics to foster reciprocity and civic engagement.\n",
"* Promote restorative justice practices and community mediation to resolve conflicts peacefully.\n",
"\n",
"**Principle 3: Balance and Stewardship**\n",
"\n",
"This principle acknowledges that individual freedom and collective well-being are not mutually exclusive. It recognizes the need for balance between personal pursuits and societal responsibilities, ensuring that both are sustainable over time.\n",
"\n",
"To implement this principle:\n",
"\n",
"* Implement policies that mitigate environmental degradation and climate change.\n",
"* Ensure equitable resource distribution to prevent unequal access to basic needs like food, clean water, and healthcare.\n",
"* Incorporate participatory governance models that involve citizens in decision-making processes affecting their communities.\n",
"\n",
"Addressing potential conflicts between these principles will require ongoing dialogue, negotiation, and compromise. Here are some strategies for managing tensions:\n",
"\n",
"1. **Dialogue and Conflict Mapping**: Periodically gather diverse groups for facilitated discussions to identify areas of conflict and develop creative solutions.\n",
"2. **Prioritization Mechanisms**: Establish clear decision-making processes that prioritize competing demands, focusing on the most critical aspects of each principle.\n",
"3. **Feedback Loops and Reflection**: Implement regular assessments to evaluate how well each principle is balancing individual freedom with collective well-being, adjusting the system as needed.\n",
"4. **Emphasizing Shared Governance**: Foster participatory governance models where citizens hold key decision-making positions, ensuring that their diverse perspectives are represented.\n",
"\n",
"By integrating these three principles and employing strategies for managing conflict, a society can successfully balance individual freedom with collective well-being, creating an environment where individuals thrive while also contributing to the greater good.\n",
"\n",
"\n",
"\n",
"Now respond with the JSON with the ranked order of the competitors, nothing else. Do not include markdown formatting or code blocks.\n"
]
}
],
"source": [
"print(judge)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"judge_messages = [{\"role\": \"user\", \"content\": judge}]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "NotFoundError",
"evalue": "Error code: 404 - {'error': {'message': 'The model `o3-mini` does not exist or you do not have access to it.', 'type': 'invalid_request_error', 'param': None, 'code': 'model_not_found'}}",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mNotFoundError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[24]\u001b[39m\u001b[32m, line 4\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# Judgement time!\u001b[39;00m\n\u001b[32m 3\u001b[39m openai = OpenAI()\n\u001b[32m----> \u001b[39m\u001b[32m4\u001b[39m response = \u001b[43mopenai\u001b[49m\u001b[43m.\u001b[49m\u001b[43mchat\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcompletions\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcreate\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 5\u001b[39m \u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mo3-mini\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 6\u001b[39m \u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m=\u001b[49m\u001b[43mjudge_messages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 8\u001b[39m results = response.choices[\u001b[32m0\u001b[39m].message.content\n\u001b[32m 9\u001b[39m \u001b[38;5;28mprint\u001b[39m(results)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_utils\\_utils.py:287\u001b[39m, in \u001b[36mrequired_args.<locals>.inner.<locals>.wrapper\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 285\u001b[39m msg = \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[32m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 286\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[32m--> \u001b[39m\u001b[32m287\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\resources\\chat\\completions\\completions.py:925\u001b[39m, in \u001b[36mCompletions.create\u001b[39m\u001b[34m(self, messages, model, audio, frequency_penalty, function_call, functions, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, modalities, n, parallel_tool_calls, prediction, presence_penalty, reasoning_effort, response_format, seed, service_tier, stop, store, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, web_search_options, extra_headers, extra_query, extra_body, timeout)\u001b[39m\n\u001b[32m 882\u001b[39m \u001b[38;5;129m@required_args\u001b[39m([\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m], [\u001b[33m\"\u001b[39m\u001b[33mmessages\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mmodel\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mstream\u001b[39m\u001b[33m\"\u001b[39m])\n\u001b[32m 883\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mcreate\u001b[39m(\n\u001b[32m 884\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 922\u001b[39m timeout: \u001b[38;5;28mfloat\u001b[39m | httpx.Timeout | \u001b[38;5;28;01mNone\u001b[39;00m | NotGiven = NOT_GIVEN,\n\u001b[32m 923\u001b[39m ) -> ChatCompletion | Stream[ChatCompletionChunk]:\n\u001b[32m 924\u001b[39m validate_response_format(response_format)\n\u001b[32m--> \u001b[39m\u001b[32m925\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_post\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 926\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m/chat/completions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[32m 927\u001b[39m \u001b[43m \u001b[49m\u001b[43mbody\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmaybe_transform\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 928\u001b[39m \u001b[43m \u001b[49m\u001b[43m{\u001b[49m\n\u001b[32m 929\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmessages\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmessages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 930\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodel\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 931\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43maudio\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43maudio\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 932\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfrequency_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfrequency_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 933\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunction_call\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunction_call\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 934\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mfunctions\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunctions\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 935\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogit_bias\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogit_bias\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 936\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mlogprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mlogprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 937\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_completion_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_completion_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 938\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmax_tokens\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmax_tokens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 939\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmetadata\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetadata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 940\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mmodalities\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodalities\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 941\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mn\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 942\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mparallel_tool_calls\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mparallel_tool_calls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 943\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mprediction\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mprediction\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 944\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mpresence_penalty\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mpresence_penalty\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 945\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mreasoning_effort\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mreasoning_effort\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 946\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mresponse_format\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mresponse_format\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 947\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mseed\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mseed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 948\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mservice_tier\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mservice_tier\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 949\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstop\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 950\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstore\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 951\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 952\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mstream_options\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 953\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtemperature\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 954\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtool_choice\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtool_choice\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 955\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtools\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtools\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 956\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_logprobs\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_logprobs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 957\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mtop_p\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mtop_p\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 958\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43muser\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 959\u001b[39m \u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mweb_search_options\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mweb_search_options\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 960\u001b[39m \u001b[43m \u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 961\u001b[39m \u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParamsStreaming\u001b[49m\n\u001b[32m 962\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\n\u001b[32m 963\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;28;43;01melse\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mcompletion_create_params\u001b[49m\u001b[43m.\u001b[49m\u001b[43mCompletionCreateParamsNonStreaming\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 964\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 965\u001b[39m \u001b[43m \u001b[49m\u001b[43moptions\u001b[49m\u001b[43m=\u001b[49m\u001b[43mmake_request_options\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 966\u001b[39m \u001b[43m \u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_headers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_query\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m=\u001b[49m\u001b[43mextra_body\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mtimeout\u001b[49m\n\u001b[32m 967\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 968\u001b[39m \u001b[43m \u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m=\u001b[49m\u001b[43mChatCompletion\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 969\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[32m 970\u001b[39m \u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mStream\u001b[49m\u001b[43m[\u001b[49m\u001b[43mChatCompletionChunk\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 971\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_base_client.py:1249\u001b[39m, in \u001b[36mSyncAPIClient.post\u001b[39m\u001b[34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[39m\n\u001b[32m 1235\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mpost\u001b[39m(\n\u001b[32m 1236\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1237\u001b[39m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[32m (...)\u001b[39m\u001b[32m 1244\u001b[39m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] | \u001b[38;5;28;01mNone\u001b[39;00m = \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[32m 1245\u001b[39m ) -> ResponseT | _StreamT:\n\u001b[32m 1246\u001b[39m opts = FinalRequestOptions.construct(\n\u001b[32m 1247\u001b[39m method=\u001b[33m\"\u001b[39m\u001b[33mpost\u001b[39m\u001b[33m\"\u001b[39m, url=path, json_data=body, files=to_httpx_files(files), **options\n\u001b[32m 1248\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1249\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrequest\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcast_to\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mopts\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mstream_cls\u001b[49m\u001b[43m)\u001b[49m)\n",
"\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\f.tollemeto\\projects\\agents\\.venv\\Lib\\site-packages\\openai\\_base_client.py:1037\u001b[39m, in \u001b[36mSyncAPIClient.request\u001b[39m\u001b[34m(self, cast_to, options, stream, stream_cls)\u001b[39m\n\u001b[32m 1034\u001b[39m err.response.read()\n\u001b[32m 1036\u001b[39m log.debug(\u001b[33m\"\u001b[39m\u001b[33mRe-raising status error\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m-> \u001b[39m\u001b[32m1037\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m._make_status_error_from_response(err.response) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 1039\u001b[39m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[32m 1041\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[33m\"\u001b[39m\u001b[33mcould not resolve response (should never happen)\u001b[39m\u001b[33m\"\u001b[39m\n",
"\u001b[31mNotFoundError\u001b[39m: Error code: 404 - {'error': {'message': 'The model `o3-mini` does not exist or you do not have access to it.', 'type': 'invalid_request_error', 'param': None, 'code': 'model_not_found'}}"
]
}
],
"source": [
"# Judgement time!\n",
"\n",
"openai = OpenAI()\n",
"response = openai.chat.completions.create(\n",
" model=\"o3-mini\",\n",
" messages=judge_messages,\n",
")\n",
"results = response.choices[0].message.content\n",
"print(results)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"ename": "NameError",
"evalue": "name 'results' is not defined",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mNameError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[25]\u001b[39m\u001b[32m, line 3\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;66;03m# OK let's turn this into results!\u001b[39;00m\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m results_dict = json.loads(\u001b[43mresults\u001b[49m)\n\u001b[32m 4\u001b[39m ranks = results_dict[\u001b[33m\"\u001b[39m\u001b[33mresults\u001b[39m\u001b[33m\"\u001b[39m]\n\u001b[32m 5\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m index, result \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(ranks):\n",
"\u001b[31mNameError\u001b[39m: name 'results' is not defined"
]
}
],
"source": [
"# OK let's turn this into results!\n",
"\n",
"results_dict = json.loads(results)\n",
"ranks = results_dict[\"results\"]\n",
"for index, result in enumerate(ranks):\n",
" competitor = competitors[int(result)-1]\n",
" print(f\"Rank {index+1}: {competitor}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table style=\"margin: 0; text-align: left; width:100%\">\n",
" <tr>\n",
" <td style=\"width: 150px; height: 150px; vertical-align: middle;\">\n",
" <img src=\"../assets/exercise.png\" width=\"150\" height=\"150\" style=\"display: block;\" />\n",
" </td>\n",
" <td>\n",
" <h2 style=\"color:#ff7800;\">Exercise</h2>\n",
" <span style=\"color:#ff7800;\">Which pattern(s) did this use? Try updating this to add another Agentic design pattern.\n",
" </span>\n",
" </td>\n",
" </tr>\n",
"</table>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table style=\"margin: 0; text-align: left; width:100%\">\n",
" <tr>\n",
" <td style=\"width: 150px; height: 150px; vertical-align: middle;\">\n",
" <img src=\"../assets/business.png\" width=\"150\" height=\"150\" style=\"display: block;\" />\n",
" </td>\n",
" <td>\n",
" <h2 style=\"color:#00bfff;\">Commercial implications</h2>\n",
" <span style=\"color:#00bfff;\">These kinds of patterns - to send a task to multiple models, and evaluate results,\n",
" are common where you need to improve the quality of your LLM response. This approach can be universally applied\n",
" to business projects where accuracy is critical.\n",
" </span>\n",
" </td>\n",
" </tr>\n",
"</table>"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "agents",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|