# ConfidentLM — Confident Local AI

> Confident Local AI (iPhone/iPad app by Emberlight Limited.)

- Source: https://appshunter.io/ios/app/confidentlm/id6756287837 (this page in markdown: same URL + `.md`)
- Developer: [Emberlight Limited](https://appshunter.io/developer/1859866430)
- Category: Education, Utilities
- Price: Free
- Age rating: 4+
- Requires: iOS 17.6 · 717 MB
- Languages: American English
- Released: 2025-12-09
- Data updated: 2026-05-17
- User reviews in markdown: https://appshunter.io/ios/app/confidentlm/id6756287837/reviews.md

## What is ConfidentLM?

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.


## Version history (last 2 releases)

### 0.0.2 — 2025-12-30

We have added random forest and decision tree as alternative models to use for hallucination detection.

### 0.0.1 — 2025-12-09

No release notes.

## More apps by Emberlight Limited

- [Amber - Find Soul Mate](https://appshunter.io/ios/app/amber-find-soul-mate/id6757027267)

All apps by Emberlight Limited: https://appshunter.io/developer/1859866430

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*Data collected daily from the US App Store and indexed by [AppsHunter](https://appshunter.io/). User reviews are verbatim App Store reviews. Ratings, prices and chart positions refresh continuously; this snapshot is from 2026-05-17.*