Summary

  • Snowflake has created two open-source projects focused on improving AI functions for enterprises: Arctic-Text2SQL-R1 and Arctic Inference.
  • While LLMs have capabilities for querying SQL through natural language prompts, these are often unsuccessful in operational situations.
  • Snowflake’s projects focus on retraining LLMs to prioritise the reliability of outcomes, with real-world testing used as a training metric.
  • The second project focuses on improving the speed and cost efficiency of AI inference, which is the process of deploying trained models in production.
  • Snowflake’s “shift parallelism” approach allows for multiple deployment strategies to be used depending on situational needs.
  • These projects are open source and could provide competitors with tools to improve their products.

By Sean Michael Kerner

Original Article