Image classification and vision
Image classification on edge
End-to-end tutorial covering fine-tuning and deployment for super fast and accurate image classification using local VLMs
Food images fine-tuning
Fine-tune LFM models on food image datasets for specialized recognition tasks
Photo triage agent
Private photo library cleanup using LFM vision model to organize and categorize images
TranslatorLens
Offline translation camera for real-time text translation using vision models
Translation and language
LFM2-KoEn-Tuning
Fine-tuned LFM2 1.2B for Korean-English translation with optimized performance
LFM-2.5 JP on Web
LFM2.5 1.2B parameter Japanese language model running locally in the browser with WebGPU, using Transformers.js and ONNX Runtime on Web
Fine-tuning examples
Chess game with small LMs
End-to-end tutorial covering fine-tuning and deployment to build a chess game using Small Language Models
SFT + DPO fine-tuning
Teaching a 1.2B model to be a grumpy Italian chef using SFT and DPO fine-tuning with Unsloth
LFM2.5 mobile actions
LoRA fine-tuned LFM2.5-1.2B that translates natural language into Android OS function calls for on-device mobile action recognition
Document and text processing
Private doc Q&A
On-device document Q&A with RAG and voice input for private information retrieval
Private summarizer
100% local text summarization with multi-language support for privacy-focused workflows
LFM-Scholar
Automated literature review agent for finding and citing papers in research workflows
Meeting intelligence CLI
CLI tool for meeting transcription and analysis with AI-powered insights
Browser and mobile deployments
LFM-2.5 Thinking on Web
LFM2.5 1.2B parameter reasoning language model running locally in the browser with WebGPU, using Transformers.js and ONNX Runtime Web
Chat with LEAP SDK
LEAP SDK integration for React Native to build mobile chat applications
Advanced architectures
Tiny-MoA
Mixture of Agents on CPU with LFM2.5 Brain (1.2B) for enhanced reasoning capabilities
Share your project
Built something amazing with LFM? We’d love to feature it here! Check out our contributing guide to learn how to submit your project to the community showcase.Join the community
Connect with other builders on Discord to share ideas, get help, and collaborate on projects