ConfidentLM
Confident Local AI
Free · Designed for iPad. Not verified for macOS.
Democratizing Education with "Self-Aware" Local AI
Access to quality education should not depend on your internet connection. ConfidentLM is a research-backed educational tool designed to bring the power of Large Language Models (LLMs) to communities completely disconnected from the cloud.
The Challenge: Silent Errors Local AI models are promising for offline learning, but they suffer from "hallucinations"—confidently stating incorrect facts. In an educational setting, these silent errors are dangerous for students who might unknowingly learn false information.
100% Offline: Powered by a Liquid Foundation Model (LFM2-1.2B) , this app runs locally on your device using 4-bit quantization. No data ever leaves your phone.The Solution: ConfidentLM Developed as a Stanford CS229 Machine Learning project, ConfidentLM introduces a safety layer for on-device models.
Hallucination Detection: Unlike standard chatbots, ConfidentLM analyzes the model's internal "brain activity" (hidden states) to predict if an answer is likely a hallucination.
Trustworthy Tutoring: By flagging unreliable answers, we create a "tutor in your pocket" that is safe enough for real-world learning.
Join us in bridging the digital divide with AI that is accessible, efficient, and—most importantly—confident in its accuracy.
Ratings & Reviews
- This app hasn’t received enough ratings or reviews to display an overview.
We have added random forest and decision tree as alternative models to use for hallucination detection.
The developer, Emberlight Inc., indicated that the app’s privacy practices may include handling of data as described below. For more information, see the developer’s privacy policy .
Data Not Collected
The developer does not collect any data from this app.
Accessibility
The developer has not yet indicated which accessibility features this app supports. Learn More
Information
- Seller
- Emberlight Limited
- Size
- 752.3 MB
- Category
- Education
- Compatibility
Requires iOS 17.6 or later.
- iPhone
Requires iOS 17.6 or later. - iPad
Requires iPadOS 17.6 or later. - Mac
Requires macOS 14.6 or later and a Mac with Apple M1 chip or later. - Apple Vision
Requires visionOS 1.3 or later.
- iPhone
- Languages
- English
- Age Rating
4+
- 4+
- Copyright
- © Emberlight Limited