AI & ML interests
A new generation of foundation models from first principles.
Articles
English spellchecker
Fix typos with a tiny local model on CPU
PII Detection
Multilingual PII detection with LFM2.5, server-side CPU
Masked Diffusion
Masked diffusion with LFM2.5 Encoder on CPU
Policy Linting
Policy linting with LFM2.5 Encoder on CPU
Prompt Routing
Route prompts with LFM2.5 Encoder on CPU
LFM2 ColBERT
One Model to Embed Them All
LFM2 WebGPU – In-browser tool calling
In-browser tool calling, powered by Transformers.js
LFM2.5-Audio WebGPU Demo
ASR, TTS & conversational audio in your browser
LFM2 MCP
In-browser tool calling with MCP, powered by Transformers.js
ColBERT Tool Selection
Send a request, the retriever pre-selects the right tools
LFM2.5 8B A1B
Chat with an AI assistant using the LFM2.5 model
LFM2.5-VL-450M WebGPU
Live video captioning and object tracking in your browser
LFM2 MoE WebGPU
WebGPU-accelerated Mixture of Experts
LFM2 VL WebGPU
Real-time video captioning in your browser
Wllama
Run GGUF directly on your browser!
LFM2.5 1.2B Thinking WebGPU
Run LFM2.5-1.2B-Thinking directly in your browser on WebGPU
LFM2-VL-450M WebGPU
In-browser vision-language inference with LFM2-VL-450M
LFM2.5-VL-1.6B WebGPU
In-browser vision-language inference with LFM2.5-VL-1.6B