Foundation Models have revolutionized AI and Machine Learning. They rely on three ingredients: expressive statistical models, fast computation and lastly, vast amounts of high quality training data. Without expressive models and the algorithms to train them, all the data and hardware are in vain.

At Boson AI, we push the boundaries of AI by developing state-of-the-art pretraining and finetuning methodologies for text and audio models. Our expertise spans large-scale foundation model training, efficient optimization, and alignment strategies that leverage both human and synthetic feedback.

Pretraining Capabilities

Our infrastructure is designed to handle the demands of massive-scale pretraining, enabling the development of cutting-edge AI models for natural language understanding and speech processing. We focus on:

Scalable training framework across hundreds of GPUs with high-bandwidth interconnects
Innovative design for joint text-and-audio model pretraining
Processing and managing petabyte-scale multi-modal datasets
Continual pretraining for domain-specific adaptation

Alignment & Finetuning

Ensuring that AI models align with human intent and ethical considerations is at the core of our work. We innovate on alignment methodologies using both human and synthetic feedback to create more reliable, steerable, and unbiased AI systems. Our finetuning expertise includes:

Model alignment with human and AI-generated feedback
Instruction tuning for controlled and task-specific model behavior
Adaptive domain-specific tuning for specialized applications
Strategies for improving model robustness and factual consistency

Optimization & Deployment

We develop and implement novel training methods and architecture optimizations to maximize efficiency and performance, ensuring seamless deployment in real-world environments. Our optimizations focus on:

Distributed training optimizations for large-scale clusters
Scalable model serving infrastructure for production AI applications
Efficient memory management and long-context modeling techniques
Quantization and model compression for resource-efficient deployment

Through groundbreaking research in training methodologies, architecture design, and model alignment, Boson AI delivers state-of-the-art AI systems that redefine the capabilities of text and audio models.

Our team can help you implement effective training and finetuning strategies for your AI models. Contact us today to discuss your specific needs and how our expertise can benefit your projects.

Training and Finetuning

Related Technologies

Datacenter

Data