Skill up with AI and learn from visionaries Andrew Ng and Jared Kaplan on June 26.

Snowflake AI Research

Conducting open, foundational research to advance the field of AI and make enterprise AI easy, efficient, and trusted.

The AI Era Demands More: Accelerate Managed Spark Migrations to Snowflake

Accelerate managed Spark migrations to Snowflake with new capabilities that simplify modernization and unlock unified data and AI performance.

Learn More

Centralize Your Data Lake: Apache Polaris Supports Apache Iceberg and Now Delta Lake

Learn how Apache Polaris's new Delta Lake support enables unified data catalog management, simplifying access control and interoperability across Iceberg and Delta table formats.

Learn More

Snowflake’s Native Semantic Views: Unlocking Easy, Efficient and Trusted AI-Powered BI for the Enterprise

Discover how Snowflake’s native semantic views simplify business intelligence by enabling trusted, AI-powered insights with easier access to governed data.

Learn More

view all blog posts

Results

Newest - Oldest

LLM Deployment

SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation

LLM Deployment

Efficiently Serving LLM Reasoning Programs with Certaindex

Agentic System

ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration

Pretraining – System & Efficiency

TurboMoE: Enhancing MoE Model Training with Smart Kernel-Fusion and Data Transformation

LLM Deployment

SuffixDecoding: A Model-Free Approach to Speeding Up Large Language Model Inference

LLM Evaluation

Unchecked and Overlooked: Addressing the Checkbox Blind Spot in Large Language Models with CheckboxQA

view all publications

Explore our projects and contributions

Github

Arctic Inference

Arctic Inference combines Shift Parallelism, SwiftKV, fast speculative decoding, and optimized embedding inference to deliver state-of-the-art open-source AI performance.

Get started

Github

Arctic Training

Snowflake’s framework for optimizing large language models using scalable, enterprise-grade techniques like execution-based feedback, retrieval-augmented learning, and efficient fine-tuning.

Get started

Hugging face

Arctic Models

Download Snowflake’s enterprise-ready OSS models and frameworks for state-of-the-art retrieval, inference, speculative decoding, and Text2SQL optimization.

Get started

Github

Trulens

Tracing, evals, experiment tracking for LLM applications. Created and maintained by researchers & developers now primarily with Snowflake.

Get started

Github

DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

Get started

Github

vLLM

A high-throughput and memory-efficient inference and serving engine for LLMs. Snowflake researchers and engineers actively contribute to vLLM.

Get started

* Private preview, ^†Public preview, ^‡Coming soon

Product

Solutions

Why Snowflake

Resources

Developers

Pricing

Snowflake AI Research

The AI Era Demands More: Accelerate Managed Spark Migrations to Snowflake

Centralize Your Data Lake: Apache Polaris Supports Apache Iceberg and Now Delta Lake

Snowflake’s Native Semantic Views: Unlocking Easy, Efficient and Trusted AI-Powered BI for the Enterprise

SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation

Efficiently Serving LLM Reasoning Programs with Certaindex

ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration

TurboMoE: Enhancing MoE Model Training with Smart Kernel-Fusion and Data Transformation

SuffixDecoding: A Model-Free Approach to Speeding Up Large Language Model Inference

Unchecked and Overlooked: Addressing the Checkbox Blind Spot in Large Language Models with CheckboxQA

Explore our projects and contributions

Arctic Inference

Arctic Training

Arctic Models

Trulens

DeepSpeed

vLLM

Where Data Does More

Features

Use Cases

Snowflake AI Research

The AI Era Demands More: Accelerate Managed Spark Migrations to Snowflake

Centralize Your Data Lake: Apache Polaris Supports Apache Iceberg and Now Delta Lake

Snowflake’s Native Semantic Views: Unlocking Easy, Efficient and Trusted AI-Powered BI for the Enterprise

SwiftKV: Fast Prefill-Optimized Inference with Knowledge-Preserving Model Transformation

Efficiently Serving LLM Reasoning Programs with Certaindex

ReFoRCE: A Text-to-SQL Agent with Self-Refinement, Format Restriction, and Column Exploration

TurboMoE: Enhancing MoE Model Training with Smart Kernel-Fusion and Data Transformation

SuffixDecoding: A Model-Free Approach to Speeding Up Large Language Model Inference

Unchecked and Overlooked: Addressing the Checkbox Blind Spot in Large Language Models with CheckboxQA

Explore our projects and contributions

Arctic Inference

Arctic Training

Arctic Models

Trulens

DeepSpeed

vLLM

Where Data Does More