resources

Resource library

Explore our complete library of resources including blogs, benchmarks, research papers, and more.

Image for Data 2.0 and the research era of AI data
Blog

Data 2.0 and the research era of AI data

Announcing Snorkel’s $350M fundraise to build the frontier lab for AI data.

September 22, 2026
Image for Terminal-Bench 4.0: Why Continuous Benchmarks Require Continuous QA
Blog

Terminal-Bench 4.0: Why Continuous Benchmarks Require Continuous QA

Announcing a $3M commitment to launch Open Benchmarks Grants
August 28, 2026
Image for Grok 4.5 Testing Results: How SpaceXAI’s New Model Performs on Real Professional Work
Blog

Grok 4.5 Testing Results: How SpaceXAI’s New Model Performs on Real Professional Work

Announcing a $3M commitment to launch Open Benchmarks Grants
July 8, 2026
Image for Why coding agents need better data, evals, and environments
Blog

Why coding agents need better data, evals, and environments

Announcing a $3M commitment to launch Open Benchmarks Grants
May 11, 2026
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Blog

Closing the Evaluation Gap in Agentic AI

Announcing a $3M commitment to launch Open Benchmarks Grants

February 11, 2026
Image for Why Frontier Agents Fail Real Engineering Work: Two Terminal-Bench 3.0 Task Deep Dives
Blog

Why Frontier Agents Fail Real Engineering Work: Two Terminal-Bench 3.0 Task Deep Dives

Announcing a $3M commitment to launch Open Benchmarks Grants
August 24, 2026
Image for Building FinQA: An Open RL Environment for Financial Reasoning Agents
Blog

Building FinQA: An Open RL Environment for Financial Reasoning Agents

Announcing a $3M commitment to launch Open Benchmarks Grants
March 30, 2026
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Blog

The science of rubric design

Announcing a $3M commitment to launch Open Benchmarks Grants
September 11, 2025
Image for Benchtalks #3: We taught AI everything except how to learn
Blog

Benchtalks #3: We taught AI everything except how to learn

Featuring Parth Asawa (Continual Learning Bench)

June 25, 2026
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Capital One’s data-centric solutions to banking business challenges
Blog
Capital One’s data-centric solutions to banking business challenges

Three experts gave a look into Capital One’s data-centric solutions to solve the bank’s business problems and improve customer experience.

May 12, 2023 •
Learn more about Capital One’s data-centric solutions to banking business challenges
Dataset cartography: a data science lesson from Capital One
Blog
Dataset cartography: a data science lesson from Capital One

William Huang, senior data scientist at Capital One, discussed “dataset cartography” and its value at the Future of Data-Centric AI 2022.

May 10, 2023 •
Learn more about Dataset cartography: a data science lesson from Capital One
Poster presenters compete to win desktop GPU
Blog
Poster presenters compete to win desktop GPU

Snorkel AI has accepted the first batch of applications for its first annual virtual poster competition. But there’s still time to add yours to the mix.

May 09, 2023 •
Learn more about Poster presenters compete to win desktop GPU
Use your data to build your AI moat: The Future of Data-Centric AI 2023
Blog
Use your data to build your AI moat: The Future of Data-Centric AI 2023

Join us on June 7-8 to learn how to use your data to build your AI moat at The Future of Data-Centric AI 2023 free virtual conference.

May 04, 2023 •
Learn more about Use your data to build your AI moat: The Future of Data-Centric AI 2023
Redesigning Snorkel’s interactive machine learning systems
Blog
Redesigning Snorkel’s interactive machine learning systems

To empower our enterprise customers, we redesigned the ML systems behind Snorkel Flow to make sure we were meeting customer needs.

May 03, 2023 •
Learn more about Redesigning Snorkel’s interactive machine learning systems
Out of distribution blindness: why to fix it and how energy can help
Blog
Out of distribution blindness: why to fix it and how energy can help

Sharon Li is an assistant professor at the University of Wisconsin-Madison. She presented “Detecting Data Distributional Shift: Challenges and Opportunities” at Snorkel AI’s The Future of Data-Centric AI Summit in 2022. The talk covered a novel approach for handling out-of-distribution objects.

May 03, 2023 •
Learn more about Out of distribution blindness: why to fix it and how energy can help
Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine
Research Paper
Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine
May 01, 2023 •

J. Lemmon, et al.

Learn more about Evaluation of Feature Selection Methods for Preserving Machine Learning Performance in the Presence of Temporal Dataset Shift in Clinical Medicine
Debugging data to build better and more fair ML applications
Blog
Debugging data to build better and more fair ML applications

Dr. Ce Zhang is an associate professor in Computer Science at ETH Zürich. He presented “Building Machine Learning Systems for the Era of Data-Centric AI” at Snorkel AI’s The Future of Data-Centric AI event in 2022.

Apr 28, 2023 •
Learn more about Debugging data to build better and more fair ML applications
Machine learning on Kubernetes: wisdom learned at Snorkel AI
Blog
Machine learning on Kubernetes: wisdom learned at Snorkel AI

Snorkel Flow handles intense machine learning workloads, and we’ve built our infrastructure on a foundation of Kubernetes—which was not designed with machine learning in mind.

Apr 27, 2023 •
Learn more about Machine learning on Kubernetes: wisdom learned at Snorkel AI
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