Ingenuity

Advanced AI | Built for Developers

Documentation

Serverless Architecture

Ingenuity is built on a serverless architecture, leveraging cloud functions and edge computing for optimal performance and scalability. This means no server management, automatic scaling, and pay-per-use pricing model.

Internet Connection Required

This application requires an active internet connection to function. All computation and language model processing is performed on remote servers via Ingenuity's infrastructure, not locally on your device.

1. Overview

This web interface provides access to powerful language models through Ingenuity. It allows you to interact with advanced AI models to generate text, solve problems, and answer questions.

The interface is designed to be minimalist and focused on the content, with special attention to mathematical reasoning and calculation display. The clean design showcases Ingenuity's commitment to clarity and functionality.

We offer several educational resources to help you understand the technology behind our AI:

  • Transformers - Learn about the transformer architecture that powers our AI models
  • AI Ethics - Explore responsible and ethical AI development principles
  • Advanced AI - Understand deep artificial intelligence and the path to AGI

We collaborate with leading technology companies including NVIDIA, Google, Apple, Alibaba, Snapdragon, Hugging Face, GitHub, Meta, OpenAI, ARM, Intel, and LinkedIn to provide cutting-edge AI capabilities. Visit our Partners page to learn more about our technology education partnerships, weekly office hours, and guided workshops with our partners.

2. Requirements

  • Internet Connection: Required for all functionality. The application cannot operate offline.
  • Ingenuity Account: You must have a valid Ingenuity account to use this service.
  • Modern Web Browser: Chrome, Firefox, Safari, or Edge recommended.
  • Usage Limits: Be aware of your account's usage limits and subscription details.

3. Getting Started

  1. Sign in to your Ingenuity account
  2. Go to the Settings page to configure your preferences
  3. Return to the main page and enter your query in the text area
  4. Click "Generate" or press Enter to submit your query
  5. View the response and the reasoning process

4. Features

  • Mathematical Reasoning: Enhanced display of calculation steps and results
  • Model Selection: Choose between different language models
  • Reasoning Process: View the model's internal reasoning process
  • Token Counting: Track token usage and computation time
  • Secure Authentication: Your account credentials are securely managed
  • Rate Limiting: Prevents excessive usage and ensures fair resource allocation

5. Data Privacy

This application handles your data with the utmost care. Your queries and responses are processed according to Ingenuity's privacy policy. All computation is performed on Ingenuity's secure servers, and we implement industry-standard security measures to protect your information.

6. Limitations

  • The application cannot function without an internet connection
  • Response quality depends on the capabilities of the selected model
  • API rate limits may restrict usage during high demand
  • Large or complex queries may take longer to process
  • The application is subject to Ingenuity's service availability

7. Security Warnings

Beware of "Slopsquatting" in AI-Generated Code

What is Slopsquatting? LLMs can hallucinate nonexistent software packages in generated code. Hackers exploit this by creating malicious packages with these hallucinated names, which developers might unknowingly install.

The Risk: Research shows that 19.7% of AI-generated code samples contain hallucinated packages, with over 200,000 unique fake package names identified. Open-source LLMs have higher hallucination rates (20-30%) compared to proprietary models like GPT-4o (~5%).

Protect Yourself:

  • Always verify package names before installation
  • Use dependency scanners to check for suspicious packages
  • Test new code in isolated environments
  • Check official package repositories to confirm existence
  • Be especially cautious with uncommon or unfamiliar package names

References: Research papers "We Have a Package for You!" and "Slopsquatting: Typosquatting Attacks Targeting AI-Generated Code" (arXiv:2406.10279, arXiv:2501.19012)

8. Troubleshooting

  • No Response: Check your internet connection and account status
  • Error Messages: Verify your account is active and has sufficient usage allowance
  • Slow Responses: Complex queries may take longer to process
  • Model Unavailable: The system will automatically fall back to an available model