Welcome to the Julep AI Notebook Collection! This directory contains a set of Jupyter notebooks designed to showcase various AI and automation tasks using Julep's features.
Each notebook explores a unique use case, demonstrating different aspects of Julep's capabilities. Below is a quick overview of the notebooks, their purpose, and a link to run each of them on Google Colab.
Notebook Name | Colab Link | Description | Implemented |
---|---|---|---|
01-Website_Crawler_using_Spider.ipynb |
Colab Link | Implements a web crawler using a spider to extract website content. | Yes |
02-Sarcastic_News_Headline_Generator.ipynb |
Colab Link | Generates sarcastic news headlines using a Brave Search Tool. | Yes |
03-SmartResearcher_With_WebSearch.ipynb |
Colab Link | Searches and aggregates web information for research purposes using Brave Search. | Yes |
04-TripPlanner_With_Weather_And_WikiInfo.ipynb |
Colab Link | Plans trips using weather data and Wikipedia information. | Yes |
05-Basic_Agent_Creation_and_Interaction.ipynb |
Colab Link | Demonstrates how to create a basic agent and interact with it. | No |
06-Designing_Multi-Step_Tasks.ipynb |
Colab Link | Explores creating tasks with various step types. | No |
07-Integrating_External_Tools_and_APIs.ipynb |
Colab Link | Shows how to integrate and use external tools and APIs. | No |
08-Managing_Persistent_Sessions.ipynb |
Colab Link | Covers creating and managing persistent sessions with context. | No |
09-User_Management_and_Personalization.ipynb |
Colab Link | Demonstrates user management and personalized interactions. | No |
10-Document_Management_and_Search.ipynb |
Colab Link | Explores document upload, management, and search capabilities. | No |
11-Advanced_Chat_Interactions.ipynb |
Colab Link | Covers advanced chat features and context handling. | No |
12-Monitoring_Task_Executions.ipynb |
Colab Link | Shows how to monitor and manage task executions. | No |
13-Error_Handling_and_Recovery.ipynb |
Colab Link | Demonstrates implementing error handling and recovery in tasks. | No |
We welcome contributions to expand our cookbook collection. Here are some ideas for new cookbooks that showcase various Julep features and use cases:
Potential Cookbook Name | Description | Key Features |
---|---|---|
Automated Research Assistant | Conducts research on given topics using web search and summarization | Web search, Tool integration, Multi-step tasks |
Customer Support Chatbot | Interacts with users, analyzes sentiment, and routes complex issues | Chat functionality, Sentiment analysis, Conditional logic |
Daily News Aggregator | Collects and summarizes news articles, emails summaries to subscribers | Scheduled tasks, Email integration, Content summarization |
Social Media Monitoring System | Monitors social platforms for keywords and sends alerts | API integration, Real-time monitoring, Alert system |
Weather-Based Notification Service | Checks weather forecasts and notifies users of severe conditions | Weather API integration, Conditional alerts, Scheduling |
Automated Financial Report Generator | Gathers financial data and generates reports for stakeholders | Data aggregation, Report generation, Scheduling |
Task Management and Reminder System | Manages user tasks, sets reminders, and sends notifications | User management, Scheduling, Notifications |
Interactive Story Generator | Creates stories based on user input with corresponding images | Natural language processing, Image generation, User interaction |
Automated Meeting Scheduler | Finds optimal meeting times and manages calendar entries | Calendar integration, Conflict resolution, Invitations |
Email Categorization and Response | Categorizes incoming emails and sends automated responses | Email processing, Content categorization, Automated responses |
E-commerce Order Processing | Handles order placements, inventory, and shipment tracking | Workflow automation, Inventory management, Notifications |
Content Moderation System | Reviews and classifies user-generated content | Content analysis, Classification, Moderation actions |
Personalized Learning Assistant | Provides tailored learning materials and tracks progress | Personalization, Progress tracking, Content recommendation |
Automated Backup and Recovery | Regularly backs up data and initiates recovery procedures | Scheduled tasks, Error handling, Data management |
Smart Home Automation Workflow | Manages smart home devices based on user commands and conditions | IoT integration, Conditional logic, User interaction |
Inventory Management System | Tracks inventory levels and automates reordering | Stock management, Predictive analysis, Automated ordering |
Event-Driven Notification System | Triggers notifications based on specific events or thresholds | Event monitoring, Conditional alerts, Multi-channel notifications |
Data Cleaning and Transformation | Cleans and transforms raw data for analysis | Data processing, ETL operations, Quality assurance |
Project Management Assistant | Breaks down projects into tasks and tracks progress | Task decomposition, Progress monitoring, Reporting |
Parallel Data Processing Pipeline | Processes large datasets in parallel and aggregates results | Parallel execution, Data aggregation, Scalable processing |
Dynamic Content Recommendation | Analyzes user behavior and recommends personalized content | User profiling, Content analysis, Personalized recommendations |
Compliance Monitoring System | Monitors activities for regulatory compliance and generates reports | Rule-based monitoring, Violation detection, Compliance reporting |
Intelligent Resume Screening | Evaluates resumes based on criteria and forwards qualified candidates | Document analysis, Candidate scoring, Automated screening |
Automated Code Review Pipeline | Reviews code commits, runs tests, and manages deployments | Code analysis, Automated testing, Deployment management |
Personal Finance Tracker | Tracks expenses, analyzes patterns, and provides financial advice | Financial data analysis, Pattern recognition, Personalized advice |
Automated Content Publishing | Schedules and publishes content across various platforms | Content management, Multi-platform publishing, Scheduling |
AI-Powered Personal Assistant | Manages personal tasks, schedules, and provides information | Task management, Scheduling, Information retrieval |
Bug Tracking and Reporting | Monitors repositories, categorizes issues, and assigns to developers | Issue tracking, Categorization, Automated assignment |
Multi-Stage Data Validation | Validates data through multiple stages with different rules | Data validation, Multi-step processing, Error handling |
Document Summarization and Archiving | Summarizes documents and archives them for easy retrieval | Text summarization, Document classification, Archiving |
Real-Time Stock Market Analyzer | Analyzes market data and alerts users about significant changes | Real-time data processing, Financial analysis, Alert system |
Webinar Management System | Schedules webinars, manages participants, and handles follow-ups | Event scheduling, Participant management, Automated follow-ups |
Smart Content Filtering | Filters and recommends content based on user preferences | Content analysis, User profiling, Recommendation system |
Automated Translation Workflow | Translates content into multiple languages and localizes it | Language translation, Localization, Content management |
AI-Driven Survey Analysis | Analyzes survey responses and generates insight reports | Survey processing, Sentiment analysis, Report generation |
Compliance Documentation Generator | Creates compliance documents based on regulatory standards | Document generation, Compliance checking, Template management |
Task Prioritization and Allocation | Prioritizes tasks and allocates them to team members | Task analysis, Resource allocation, Team management |
Webinar Feedback Analyzer | Collects and analyzes feedback from webinar participants | Feedback collection, Sentiment analysis, Improvement suggestions |
Health and Fitness Tracker | Tracks health metrics and provides personalized fitness recommendations | Health data analysis, Personalized recommendations, Progress tracking |
Incident Response System | Detects incidents, initiates response workflows, and notifies personnel | Incident detection, Workflow automation, Alert system |
Content Optimization Workflow | Analyzes content performance and optimizes for better engagement | Performance analysis, Content optimization, A/B testing |
Legal Document Processor | Extracts key information from legal documents and ensures compliance | Document analysis, Information extraction, Compliance checking |
Job Application Tracker | Tracks job applications and provides application improvement suggestions | Application tracking, Status updates, Improvement recommendations |
Content Rescheduling System | Monitors content performance and reschedules for better visibility | Performance monitoring, Content scheduling, Optimization |
AI-Powered Investment Advisor | Analyzes financial data and suggests investment opportunities | Financial analysis, Risk assessment, Investment recommendations |
Intelligent Document Version Control | Manages document versions and notifies users about updates | Version control, Change tracking, Notification system |
Marketing Campaign Manager | Creates, schedules, and optimizes marketing campaigns | Campaign planning, Performance tracking, Optimization strategies |
Competitive Analysis Workflow | Gathers data on competitors and generates analysis reports | Data collection, Comparative analysis, Report generation |
Health Monitoring and Alerting | Monitors health metrics and alerts users and healthcare providers | Health data analysis, Anomaly detection, Alert system |
Travel Itinerary Planner | Plans travel itineraries based on preferences and conditions | Trip planning, Preference matching, Dynamic scheduling |
AI-Powered Personal Diary | Helps maintain a diary and provides insights into emotions and growth | Natural language processing, Sentiment analysis, Personal growth tracking |
Language Learning Tutor | Provides exercises and personalized feedback for language learners | Language processing, Progress tracking, Personalized lessons |
Knowledge Base Maintenance | Updates and maintains a knowledge base with new information | Information extraction, Knowledge management, Consistency checking |
Feedback Loop for Improvement | Collects user feedback, analyzes it, and implements improvements | Feedback analysis, Improvement tracking, Stakeholder notifications |
Grant Application Processor | Reviews grant applications, evaluates eligibility, and notifies applicants | Application processing, Eligibility checking, Automated notifications |
AI-Powered Resume Builder | Assists in building resumes and provides improvement suggestions | Resume analysis, Content generation, Personalized recommendations |
Vendor Management System | Manages vendor information, monitors performance, and handles communications | Vendor tracking, Performance monitoring, Communication automation |
Meeting Minutes Recorder | Records meetings, transcribes audio, and distributes summaries | Audio transcription, Summary generation, Automated distribution |
Personal Shopping Assistant | Finds products based on preferences and notifies about deals | Product matching, Price comparison, Deal notifications |
Environmental Monitoring Reporter | Monitors environmental data and generates reports for stakeholders | Data monitoring, Anomaly detection, Report generation |
Data Sync and Integration Workflow | Syncs data between platforms and handles conflicts | Data synchronization, Conflict resolution, Integration management |
Competitive Pricing Strategy | Analyzes competitor pricing and adjusts prices dynamically | Price analysis, Dynamic pricing, Market monitoring |
User Onboarding Workflow | Manages the user onboarding process and sets up accounts | User registration, Account setup, Welcome communications |
Content Curation and Distribution | Curates content based on interests and tracks engagement | Content curation, Distribution scheduling, Engagement tracking |
We encourage contributors to choose from these ideas or propose their own to showcase Julep's capabilities in solving real-world problems.
These notebooks showcase various features of Julep. Here's an overview of the key features you can explore:
-
Agent Management
- Creating and updating agents
- Configuring agent settings (name, model, about)
-
Task Definition and Execution
- Creating multi-step tasks
- Executing tasks with specific inputs
- Various step types (Prompt, Tool Call, Evaluate, Conditional Logic, Loops, etc.)
-
Tool Integration
- Adding custom tools to agents
- Integrating external APIs (e.g., web search, image generation)
-
Session Management
- Creating and managing persistent sessions
- Handling context overflow
-
User Management
- Creating and managing users
- Associating users with sessions
-
Document Management
- Uploading and managing documents
- Document search functionality
-
Chat Functionality
- Interacting with agents through chat sessions
-
Execution Monitoring
- Streaming execution progress
- Monitoring task lifecycle
-
Authentication
- API Key authentication
We encourage contributors to create new notebooks that demonstrate these features in various combinations and use cases.
For more details about the tasks or if you have any questions, please don't hesitate to contact the author:
Author: Julep AI
Contact: [email protected] or Discord
If you have feedback or would like to contribute to the notebooks, feel free to open an issue(s) in the repository.