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app.py
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import os
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import json
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import time
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import gradio as gr
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from datetime import datetime
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from typing import List, Dict, Any, Optional, Union
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import threading
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# Import Groq
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from groq import Groq
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class CreativeAgenticAI:
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"""
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Creative Agentic AI Chat Tool using Groq's compound models
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"""
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def __init__(self, api_key: str, model: str = "compound-beta"):
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"""
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Initialize the Creative Agentic AI system.
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Args:
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api_key: Groq API key
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model: Which Groq model to use ('compound-beta' or 'compound-beta-mini')
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"""
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self.api_key = api_key
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if not self.api_key:
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raise ValueError("No API key provided")
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self.client = Groq(api_key=self.api_key)
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self.model = model
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self.conversation_history = []
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def chat(self, message: str,
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include_domains: List[str] = None,
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exclude_domains: List[str] = None,
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system_prompt: str = None,
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temperature: float = 0.7,
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max_tokens: int = 1024) -> Dict:
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"""
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Send a message to the AI and get a response
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Args:
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message: User's message
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include_domains: List of domains to include for web search
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exclude_domains: List of domains to exclude from web search
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system_prompt: Custom system prompt
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temperature: Model temperature (0.0-2.0)
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max_tokens: Maximum tokens in response
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Returns:
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AI response with metadata
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"""
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# Default system prompt if none provided
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if not system_prompt:
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system_prompt = """You are a creative and intelligent AI assistant with agentic capabilities.
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You can search the web, analyze information, and provide comprehensive responses.
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Be helpful, creative, and engaging while maintaining accuracy."""
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# Build messages
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messages = [{"role": "system", "content": system_prompt}]
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# Add conversation history (last 10 exchanges)
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messages.extend(self.conversation_history[-20:]) # Last 10 user-assistant pairs
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# Add current message
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messages.append({"role": "user", "content": message})
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# Set up API parameters
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params = {
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"messages": messages,
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"model": self.model,
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"temperature": temperature,
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"max_tokens": max_tokens
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}
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# Add domain filtering if specified
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if include_domains and include_domains[0].strip():
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params["include_domains"] = [domain.strip() for domain in include_domains if domain.strip()]
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if exclude_domains and exclude_domains[0].strip():
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params["exclude_domains"] = [domain.strip() for domain in exclude_domains if domain.strip()]
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try:
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# Make the API call
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response = self.client.chat.completions.create(**params)
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content = response.choices[0].message.content
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# Extract tool usage information
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tool_info = self._extract_tool_info(response)
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# Add to conversation history
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self.conversation_history.append({"role": "user", "content": message})
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self.conversation_history.append({"role": "assistant", "content": content})
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# Create response object
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response_data = {
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"content": content,
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"timestamp": datetime.now().isoformat(),
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"model": self.model,
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"tool_usage": tool_info,
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"parameters": {
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"temperature": temperature,
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"max_tokens": max_tokens,
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"include_domains": include_domains,
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"exclude_domains": exclude_domains
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}
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}
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return response_data
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except Exception as e:
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error_msg = f"Error: {str(e)}"
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self.conversation_history.append({"role": "user", "content": message})
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self.conversation_history.append({"role": "assistant", "content": error_msg})
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return {
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"content": error_msg,
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"timestamp": datetime.now().isoformat(),
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"model": self.model,
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"tool_usage": None,
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"error": str(e)
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}
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def _extract_tool_info(self, response) -> Dict:
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"""Extract tool usage information in a JSON serializable format"""
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tool_info = None
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if hasattr(response.choices[0].message, 'executed_tools'):
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tools = response.choices[0].message.executed_tools
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if tools:
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tool_info = []
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for tool in tools:
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tool_dict = {
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"tool_type": getattr(tool, "type", "unknown"),
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"tool_name": getattr(tool, "name", "unknown"),
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}
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if hasattr(tool, "input"):
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tool_dict["input"] = str(tool.input)
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if hasattr(tool, "output"):
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tool_dict["output"] = str(tool.output)
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tool_info.append(tool_dict)
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return tool_info
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def clear_history(self):
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"""Clear conversation history"""
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self.conversation_history = []
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def get_history_summary(self) -> str:
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"""Get a summary of conversation history"""
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if not self.conversation_history:
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return "No conversation history"
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user_messages = [msg for msg in self.conversation_history if msg["role"] == "user"]
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assistant_messages = [msg for msg in self.conversation_history if msg["role"] == "assistant"]
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return f"Conversation: {len(user_messages)} user messages, {len(assistant_messages)} assistant responses"
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# Global variables
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ai_instance = None
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api_key_status = "Not Set"
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def validate_api_key(api_key: str, model: str) -> str:
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"""Validate Groq API key and initialize AI instance"""
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global ai_instance, api_key_status
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if not api_key or len(api_key.strip()) < 10:
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api_key_status = "Invalid ❌"
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return "❌ Please enter a valid API key (should be longer than 10 characters)"
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try:
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# Test the API key
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client = Groq(api_key=api_key)
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# Try a simple request to validate
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test_response = client.chat.completions.create(
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messages=[{"role": "user", "content": "Hello"}],
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model=model,
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max_tokens=10
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)
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# Create AI instance
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ai_instance = CreativeAgenticAI(api_key=api_key, model=model)
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api_key_status = "Valid ✅"
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return f"✅ API Key Valid! Creative Agentic AI is ready.\n\n**Model:** {model}\n**Status:** Connected and ready for chat!"
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except Exception as e:
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api_key_status = "Invalid ❌"
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ai_instance = None
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return f"❌ Error validating API key: {str(e)}\n\nPlease check your API key and try again."
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def update_model(model: str) -> str:
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"""Update the model selection"""
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global ai_instance
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if ai_instance:
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ai_instance.model = model
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return f"✅ Model updated to: **{model}**"
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else:
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return "⚠️ Please set your API key first"
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def chat_with_ai(message: str,
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include_domains: str,
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exclude_domains: str,
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system_prompt: str,
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temperature: float,
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max_tokens: int,
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history: List) -> tuple:
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"""Main chat function"""
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global ai_instance
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if not ai_instance:
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error_msg = "⚠️ Please set your Groq API key first!"
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history.append([message, error_msg])
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return history, ""
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if not message.strip():
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return history, ""
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# Process domain lists
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include_list = [d.strip() for d in include_domains.split(",")] if include_domains.strip() else []
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exclude_list = [d.strip() for d in exclude_domains.split(",")] if exclude_domains.strip() else []
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try:
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# Get AI response
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response = ai_instance.chat(
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message=message,
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include_domains=include_list if include_list else None,
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exclude_domains=exclude_list if exclude_list else None,
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system_prompt=system_prompt if system_prompt.strip() else None,
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temperature=temperature,
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max_tokens=int(max_tokens)
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)
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# Format response
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ai_response = response["content"]
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# Add tool usage info if available
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if response.get("tool_usage"):
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ai_response += f"\n\n*🔧 Tools used: {len(response['tool_usage'])} tool(s)*"
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# Add to history
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history.append([message, ai_response])
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return history, ""
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except Exception as e:
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error_msg = f"❌ Error: {str(e)}"
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history.append([message, error_msg])
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return history, ""
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def clear_chat_history():
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"""Clear the chat history"""
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global ai_instance
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if ai_instance:
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ai_instance.clear_history()
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return []
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def create_gradio_app():
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"""Create the main Gradio application"""
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# Custom CSS for better styling
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css = """
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.container {
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max-width: 1200px;
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margin: 0 auto;
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}
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.header {
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text-align: center;
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background: linear-gradient(to right, #00ff94, #00b4db);
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color: white;
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padding: 20px;
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border-radius: 10px;
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margin-bottom: 20px;
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}
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.status-box {
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background-color: #f8f9fa;
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border: 1px solid #dee2e6;
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border-radius: 8px;
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padding: 15px;
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margin: 10px 0;
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}
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.example-box {
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background-color: #e8f4fd;
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border-left: 4px solid #007bff;
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padding: 15px;
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margin: 10px 0;
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border-radius: 0 8px 8px 0;
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}
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.domain-info {
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background-color: #fff3cd;
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border: 1px solid #ffeaa7;
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border-radius: 8px;
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padding: 15px;
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margin: 10px 0;
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}
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#neuroscope-accordion {
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background: linear-gradient(to right, #00ff94, #00b4db);
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border-radius: 8px;
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}
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"""
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with gr.Blocks(css=css, title="🤖 Creative Agentic AI Chat", theme=gr.themes.Ocean()) as app:
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# Header
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gr.HTML("""
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<div class="header">
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<h1>🤖 NeuroScope-AI</h1>
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<p>Powered by Groq's Compound Models with Web Search & Agentic Capabilities</p>
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</div>
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""")
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# NeuroScope AI Section
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with gr.Group():
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with gr.Accordion("🤖 NeuroScope AI", open=False, elem_id="neuroscope-accordion"):
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gr.Markdown("""
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- 🧠 Intelligence (Neuro)
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- 🔍 Domain filtering (Scope)
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- 🤖 AI capabilities (AI)
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- ⚡ Precision (Scope implies focused, targeted results)
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""")
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with gr.Group():
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with gr.Accordion("📚 IMPORTANT !!!", open=False, elem_id="neuroscope-accordion"):
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gr.Markdown("""
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### 🔍 **Web Search Behavior in NeuroScope AI**
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**No Domains Specified:**
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- AI operates with **unrestricted web search capabilities**.
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- Compound models autonomously search the **entire internet** for the most relevant and up-to-date information.
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- AI has complete freedom to use its **agentic tools** and browse **any website** it finds useful.
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**Include Domains Specified (e.g., `arxiv.org`, `*.edu`):**
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- AI is restricted to search **only the specified domains**.
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- Acts as a **strict whitelist**, making the AI **laser-focused** on your chosen sources.
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- Ensures information is sourced from **preferred or authoritative domains** (e.g., academic or research-focused).
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**Exclude Domains Specified (e.g., `wikipedia.org`, `reddit.com`):**
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- AI searches the entire web **except the listed domains**.
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- Useful for **filtering out unreliable or unwanted sources**.
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- Allows broad search with **targeted exclusions**.
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**Both Include and Exclude Domains Specified:**
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- **Only the include domains** are used for searching.
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- **Exclude list is ignored** because the include list already restricts search scope.
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- Guarantees AI pulls content **exclusively from whitelisted domains**, regardless of the excluded ones.
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---
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### 🎭 **Custom System Prompt Feature**
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Allows complete override of the AI’s **default personality and behavior**.
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You can redefine the AI to act as:
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- A **professional business consultant**
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- A **coding mentor**
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- A **creative writer**
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- A **specific character or persona**
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- Provides full control to **reshape the AI’s tone, expertise, and conversational style** with a single prompt.
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""")
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# API Key Section
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with gr.Row():
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api_key = gr.Textbox(
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label="🔑 Groq API Key",
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placeholder="Enter your Groq API key here...",
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type="password",
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info="Get your API key from: https://console.groq.com/"
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)
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model_selection = gr.Radio(
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choices=["compound-beta", "compound-beta-mini"],
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label="🧠 Model Selection",
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value="compound-beta",
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info="compound-beta: More powerful | compound-beta-mini: Faster"
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)
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connect_btn = gr.Button("🔗 Connect", variant="primary", size="lg")
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# Status display
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status_display = gr.Markdown("### 📊 Status: Not connected", elem_classes=["status-box"])
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# Connect button functionality
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connect_btn.click(
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fn=validate_api_key,
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inputs=[api_key, model_selection],
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outputs=[status_display]
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)
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model_selection.change(
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fn=update_model,
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inputs=[model_selection],
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outputs=[status_display]
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)
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# Main Chat Interface
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with gr.Tab("💬 Chat"):
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chatbot = gr.Chatbot(
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label="Creative AI Assistant",
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height=500,
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show_label=True,
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bubble_full_width=False,
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show_copy_button=True
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)
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with gr.Row():
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msg = gr.Textbox(
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label="Your Message",
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placeholder="Type your message here...",
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lines=3
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)
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with gr.Column():
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send_btn = gr.Button("📤 Send", variant="primary")
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clear_btn = gr.Button("🗑️ Clear", variant="secondary")
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# Advanced Settings
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with gr.Accordion("⚙️ Advanced Settings", open=False, elem_id="neuroscope-accordion"):
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with gr.Row():
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temperature = gr.Slider(
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minimum=0.0,
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maximum=2.0,
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value=0.7,
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step=0.1,
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422 |
-
label="🌡️ Temperature",
|
423 |
-
info="Higher = more creative, Lower = more focused"
|
424 |
-
)
|
425 |
-
max_tokens = gr.Slider(
|
426 |
-
minimum=100,
|
427 |
-
maximum=4000,
|
428 |
-
value=1024,
|
429 |
-
step=100,
|
430 |
-
label="📝 Max Tokens",
|
431 |
-
info="Maximum length of response"
|
432 |
-
)
|
433 |
-
|
434 |
-
system_prompt = gr.Textbox(
|
435 |
-
label="🎭 Custom System Prompt",
|
436 |
-
placeholder="Override the default system prompt...",
|
437 |
-
lines=2,
|
438 |
-
info="Leave empty to use default creative assistant prompt"
|
439 |
-
)
|
440 |
-
|
441 |
-
# Domain Filtering Section
|
442 |
-
with gr.Accordion("🌐 Domain Filtering (for Web Search)", open=False, elem_id="neuroscope-accordion"):
|
443 |
-
gr.Markdown("""
|
444 |
-
<div class="domain-info">
|
445 |
-
<h4>🔍 Domain Filtering Guide</h4>
|
446 |
-
<p>Control which websites the AI can search when answering your questions:</p>
|
447 |
-
<ul>
|
448 |
-
<li><strong>Include Domains:</strong> Only search these domains (comma-separated)</li>
|
449 |
-
<li><strong>Exclude Domains:</strong> Never search these domains (comma-separated)</li>
|
450 |
-
<li><strong>Examples:</strong> arxiv.org, *.edu, github.com, stackoverflow.com</li>
|
451 |
-
<li><strong>Wildcards:</strong> Use *.edu for all educational domains</li>
|
452 |
-
</ul>
|
453 |
-
</div>
|
454 |
-
""")
|
455 |
-
|
456 |
-
with gr.Row():
|
457 |
-
include_domains = gr.Textbox(
|
458 |
-
label="✅ Include Domains (comma-separated)",
|
459 |
-
placeholder="arxiv.org, *.edu, github.com, stackoverflow.com",
|
460 |
-
info="Only search these domains"
|
461 |
-
)
|
462 |
-
exclude_domains = gr.Textbox(
|
463 |
-
label="❌ Exclude Domains (comma-separated)",
|
464 |
-
placeholder="wikipedia.org, reddit.com, twitter.com",
|
465 |
-
info="Never search these domains"
|
466 |
-
)
|
467 |
-
with gr.Accordion("🔗 Common Domain Examples", open=False, elem_id="neuroscope-accordion"):
|
468 |
-
gr.Markdown("""
|
469 |
-
**Academic & Research:**
|
470 |
-
- `arxiv.org`, `*.edu`, `scholar.google.com`, `researchgate.net`
|
471 |
-
|
472 |
-
**Technology & Programming:**
|
473 |
-
- `github.com`, `stackoverflow.com`, `docs.python.org`, `developer.mozilla.org`
|
474 |
-
|
475 |
-
**News & Media:**
|
476 |
-
- `reuters.com`, `bbc.com`, `npr.org`, `apnews.com`
|
477 |
-
|
478 |
-
**Business & Finance:**
|
479 |
-
- `bloomberg.com`, `wsj.com`, `nasdaq.com`, `sec.gov`
|
480 |
-
|
481 |
-
**Science & Medicine:**
|
482 |
-
- `nature.com`, `science.org`, `pubmed.ncbi.nlm.nih.gov`, `who.int`
|
483 |
-
""")
|
484 |
-
|
485 |
-
# How to Use Section
|
486 |
-
with gr.Accordion("📖 How to Use This App", open=False, elem_id="neuroscope-accordion"):
|
487 |
-
gr.Markdown("""
|
488 |
-
### 🚀 Getting Started
|
489 |
-
1. **Enter your Groq API Key** - Get one from [console.groq.com](https://console.groq.com/)
|
490 |
-
2. **Select a model** - Choose between compound-beta (powerful) or compound-beta-mini (fast)
|
491 |
-
3. **Click Connect** - Validate your key and connect to the AI
|
492 |
-
4. **Start chatting!** - Type your message and get intelligent responses
|
493 |
-
|
494 |
-
### 🎯 Key Features
|
495 |
-
- **Agentic AI**: The AI can use tools and search the web autonomously
|
496 |
-
- **Domain Filtering**: Control which websites the AI searches
|
497 |
-
- **Creative Responses**: Optimized for engaging and helpful conversations
|
498 |
-
- **Memory**: Maintains conversation context throughout the session
|
499 |
-
- **Customizable**: Adjust temperature, tokens, and system prompts
|
500 |
-
|
501 |
-
### 💡 Tips for Best Results
|
502 |
-
- Be specific in your questions for better responses
|
503 |
-
- Use domain filtering for specialized research
|
504 |
-
- Adjust temperature: higher for creativity, lower for precision
|
505 |
-
- Try different system prompts for different conversation styles
|
506 |
-
""")
|
507 |
-
|
508 |
-
# Sample Examples Section
|
509 |
-
with gr.Accordion("🎯 Sample Examples to Test", open=False, elem_id="neuroscope-accordion"):
|
510 |
-
gr.Markdown("""
|
511 |
-
<div class="example-box">
|
512 |
-
<h4>🔬 Research & Analysis</h4>
|
513 |
-
<ul>
|
514 |
-
<li>"What are the latest breakthroughs in quantum computing?"</li>
|
515 |
-
<li>"Compare different machine learning frameworks for beginners"</li>
|
516 |
-
<li>"Analyze the current state of renewable energy technology"</li>
|
517 |
-
</ul>
|
518 |
-
|
519 |
-
<h4>💻 Programming & Tech</h4>
|
520 |
-
<ul>
|
521 |
-
<li>"Write a Python script to analyze CSV data and create visualizations"</li>
|
522 |
-
<li>"Explain the differences between React and Vue.js with examples"</li>
|
523 |
-
<li>"Help me debug this JavaScript code: [paste your code]"</li>
|
524 |
-
</ul>
|
525 |
-
|
526 |
-
<h4>🎨 Creative Tasks</h4>
|
527 |
-
<ul>
|
528 |
-
<li>"Write a short story about AI and humans working together"</li>
|
529 |
-
<li>"Create a marketing plan for a sustainable fashion brand"</li>
|
530 |
-
<li>"Generate ideas for a mobile app that helps with mental health"</li>
|
531 |
-
</ul>
|
532 |
-
|
533 |
-
<h4>📊 Business & Analysis</h4>
|
534 |
-
<ul>
|
535 |
-
<li>"What are the current trends in the cryptocurrency market?"</li>
|
536 |
-
<li>"Analyze the pros and cons of remote work for startups"</li>
|
537 |
-
<li>"Create a business plan outline for a food delivery service"</li>
|
538 |
-
</ul>
|
539 |
-
|
540 |
-
<h4>🌐 With Domain Filtering</h4>
|
541 |
-
<ul>
|
542 |
-
<li>Include "*.edu, arxiv.org": "Latest research on climate change solutions"</li>
|
543 |
-
<li>Include "github.com, stackoverflow.com": "Best practices for API development"</li>
|
544 |
-
<li>Exclude "wikipedia.org, reddit.com": "Professional analysis of market trends"</li>
|
545 |
-
</ul>
|
546 |
-
</div>
|
547 |
-
""")
|
548 |
-
|
549 |
-
# Event handlers
|
550 |
-
send_btn.click(
|
551 |
-
fn=chat_with_ai,
|
552 |
-
inputs=[msg, include_domains, exclude_domains, system_prompt, temperature, max_tokens, chatbot],
|
553 |
-
outputs=[chatbot, msg]
|
554 |
-
)
|
555 |
-
|
556 |
-
msg.submit(
|
557 |
-
fn=chat_with_ai,
|
558 |
-
inputs=[msg, include_domains, exclude_domains, system_prompt, temperature, max_tokens, chatbot],
|
559 |
-
outputs=[chatbot, msg]
|
560 |
-
)
|
561 |
-
|
562 |
-
clear_btn.click(
|
563 |
-
fn=clear_chat_history,
|
564 |
-
outputs=[chatbot]
|
565 |
-
)
|
566 |
-
|
567 |
-
# Footer
|
568 |
-
with gr.Accordion("🚀 About This Tool", open=True, elem_id="neuroscope-accordion"):
|
569 |
-
gr.Markdown("""
|
570 |
-
A Creative Agentic AI Chat Tool leverages Groq's powerful compound models to provide intelligent,
|
571 |
-
context-aware responses with web search capabilities. Perfect for research, programming help,
|
572 |
-
creative writing, and complex problem-solving.
|
573 |
-
|
574 |
-
**Features:**
|
575 |
-
- 🔍 Web search with domain filtering
|
576 |
-
- 🧠 Advanced AI reasoning with tool usage
|
577 |
-
- 💬 Conversational memory and context
|
578 |
-
- ⚙️ Customizable parameters and prompts
|
579 |
-
- 🎨 Creative and analytical capabilities
|
580 |
-
""")
|
581 |
-
|
582 |
-
return app
|
583 |
-
|
584 |
-
# Main execution
|
585 |
-
if __name__ == "__main__":
|
586 |
-
app = create_gradio_app()
|
587 |
-
app.launch(
|
588 |
-
share=True
|
589 |
-
)
|
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