Triangle Machine Learning Research
Advancing the frontier of artificial intelligence with sophisticated foundation language models designed for privacy, efficiency, and real-world applications.
Foundation Models
3
Core model variants
Training Data
14T
Tokens processed
Languages
15
Supported languages
Privacy First
100%
On-device processing
Research Highlights
Key innovations in Triangle's foundation models
Novel Architecture
Parallel Track Mixture-of-Experts (PT-MoE) design reduces synchronization overhead by 87.5% while maintaining quality and enabling efficient scaling.
Optimization Techniques
Advanced quantization methods including 2-bit weights via QAT and ASTC compression achieve significant efficiency gains with minimal quality loss.
Ready to Build with Triangle?
Access our foundation models through our developer-friendly APIs and SDKs. Start building intelligent applications today.