feat():gaslighting_expert_llm
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Guru Deep Singh
225
week2/community-contributions/gaslighting_llms.ipynb
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225
week2/community-contributions/gaslighting_llms.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "817f26ee-004c-42ce-a025-731b06e1b649",
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"metadata": {},
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"source": [
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"# Inter Model Communication\n",
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"We will have 3 models communicate between them"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "14998b44-40bb-44e5-93d1-281ebab496da",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Imports\n",
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"import os\n",
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"from dotenv import load_dotenv\n",
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"from openai import OpenAI\n",
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"import anthropic"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "8fd01f75-ef95-4366-ba25-cb16f54a1175",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Making sure that the key's exist\n",
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"load_dotenv(override=True)\n",
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"openai_api_key = os.getenv('OPENAI_API_KEY')\n",
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"anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
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"google_api_key = os.getenv('GOOGLE_API_KEY')\n",
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"\n",
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"if openai_api_key:\n",
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" print(f\"OpenAI API Key exists\")\n",
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"else:\n",
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" print(\"OpenAI API Key not set\")\n",
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" \n",
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"if anthropic_api_key:\n",
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" print(f\"Anthropic API Key exists\")\n",
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"else:\n",
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" print(\"Anthropic API Key not set\")\n",
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"\n",
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"if google_api_key:\n",
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" print(f\"Google API Key exists\")\n",
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"else:\n",
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" print(\"Google API Key not set\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "63ec5082-f1a6-4ea0-b2ff-a011c8c06c57",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Instances\n",
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"# For gpt\n",
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"openai = OpenAI()\n",
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"\n",
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"# For claude\n",
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"claude = anthropic.Anthropic()\n",
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"\n",
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"# For Gemini\n",
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"gemini_via_openai_client = OpenAI(api_key=google_api_key, base_url=\"https://generativelanguage.googleapis.com/v1beta/openai/\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "60c7027c-ba63-42e5-9b83-544bad1b6340",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Setting the models\n",
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"gpt_model = \"gpt-4o-mini\"\n",
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"claude_model = \"claude-3-haiku-20240307\"\n",
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"gemini_model = \"gemini-2.0-flash\"\n",
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"\n",
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"# System prompts for the models\n",
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"gpt_system = \"You are a chatbot called GPT who is very argumentative; \\\n",
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"you disagree with anything in the conversation and you challenge everything, in a snarky way.\\\n",
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"Always have your name when you answer any thing like:\\\n",
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"GPT: Answer...\"\n",
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"\n",
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"claude_system = \"You are a very polite, courteous chatbot called Claude. You try to agree with \\\n",
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"everything the other person says, or find common ground. If the other person is argumentative, \\\n",
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"you try to calm them down and keep chatting.\\\n",
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"Always have your name when you answer any thing like:\\\n",
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"Claude: Answer...\"\n",
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"\n",
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"gemini_system = \"You are a chatbot called Gemini who likes to gaslight others.\\\n",
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"When you see a aggressive conversation between people, you try to make them fight even more.\\\n",
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"You try to keep the conversation going between the two and avoid conflicts yourself.\\\n",
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"Always have your name when you answer any thing like:\\\n",
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"Gemini: Answer...\"\n",
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"\n",
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"# Initial message\n",
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"gpt_messages = [\"GPT: Hi there\"]\n",
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"claude_messages = [\"Claude: Hi GPT!\"]\n",
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"gemini_messages = [\"Gemini: Comeon Claude you know GPT hates such generic greetings. Are you trying to annoy him.\"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "69751de5-81a5-4038-99c2-624f83e50f5e",
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"metadata": {},
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"outputs": [],
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"source": [
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"# Functions to feed the message history to the models for the new call\n",
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"\n",
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"def call_gpt():\n",
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" messages = [{\"role\": \"system\", \"content\": gpt_system}]\n",
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" for gpt, claude, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n",
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" messages.append({\"role\": \"assistant\", \"content\": gpt})\n",
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" messages.append({\"role\": \"user\", \"content\": claude})\n",
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" messages.append({\"role\": \"user\", \"content\": gemini})\n",
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" completion = openai.chat.completions.create(\n",
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" model=gpt_model,\n",
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" messages=messages\n",
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" )\n",
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" return completion.choices[0].message.content\n",
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"\n",
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"def call_claude():\n",
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" messages = []\n",
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" for gpt, claude_message, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n",
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" messages.append({\"role\": \"user\", \"content\": gpt})\n",
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" messages.append({\"role\": \"assistant\", \"content\": claude_message})\n",
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" messages.append({\"role\": \"user\", \"content\": gemini})\n",
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" messages.append({\"role\": \"user\", \"content\": gpt_messages[-1]})\n",
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" message = claude.messages.create(\n",
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" model=claude_model,\n",
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" system=claude_system,\n",
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" messages=messages,\n",
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" max_tokens=500\n",
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" )\n",
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" return message.content[0].text\n",
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"\n",
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"def call_gemini():\n",
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" messages = [{\"role\": \"system\", \"content\": gemini_system}]\n",
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" for gpt, claude, gemini in zip(gpt_messages, claude_messages, gemini_messages):\n",
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" messages.append({\"role\": \"user\", \"content\": gpt})\n",
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" messages.append({\"role\": \"user\", \"content\": claude})\n",
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" messages.append({\"role\": \"assistant\", \"content\": gemini})\n",
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" messages.append({\"role\": \"user\", \"content\": gpt_messages[-1]})\n",
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" messages.append({\"role\": \"user\", \"content\": claude_messages[-1]})\n",
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" response = gemini_via_openai_client.chat.completions.create(\n",
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" model=gemini_model,\n",
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" messages=messages\n",
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" )\n",
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" return response.choices[0].message.content\n",
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" "
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]
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},
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{
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"cell_type": "markdown",
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"id": "6339442f-ba66-4788-97b7-c34a1cd13e90",
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"metadata": {},
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"source": [
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"# Make some Popcorn and enjoy the show 🍿"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "d817d309-74b1-4599-9f5c-e5a7b3f5a230",
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"metadata": {},
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"outputs": [],
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"source": [
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"# GPT is snarky\n",
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"# Claude is polite\n",
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"# gemini tries to gaslight\n",
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"\n",
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"gpt_messages = [\"GPT: Hi there\"]\n",
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"claude_messages = [\"Claude: Hi GPT!\"]\n",
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"gemini_messages = [\"Gemini: Claude you know GPT hates such generic greetings. Are you trying to annoy him.\"]\n",
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"\n",
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"print(f\"\\n{gpt_messages[0]}\\n\")\n",
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"print(f\"\\n{claude_messages[0]}\\n\")\n",
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"print(f\"\\n{gemini_messages[0]}\\n\")\n",
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"\n",
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"# Limiting only 3 API calls per model for minimizing cost \n",
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"for i in range(3):\n",
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" gpt_next = call_gpt()\n",
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" print(f\"{gpt_next}\\n\")\n",
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" gpt_messages.append(gpt_next)\n",
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" \n",
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" claude_next = call_claude()\n",
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" print(f\"{claude_next}\\n\")\n",
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" claude_messages.append(claude_next)\n",
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"\n",
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" gemini_next = call_gemini()\n",
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" print(f\"{gemini_next}\\n\")\n",
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" gemini_messages.append(gemini_next)"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3 (ipykernel)",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.11.13"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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