resources

Resource library

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

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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
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Blog

Terminal-Bench 4.0: Why Continuous Benchmarks Require Continuous QA

Announcing a $3M commitment to launch Open Benchmarks Grants
August 28, 2026
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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
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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
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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
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Blog

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

Featuring Parth Asawa (Continual Learning Bench)

June 25, 2026
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Accuracy top concern for Foundation Model adoption—Poll
Blog
Accuracy top concern for Foundation Model adoption—Poll

Most poll respondents at Snorkel AI’s recent Foundation Model Virtual Summit named questionable accuracy as the biggest barrier preventing them from getting organizational value from Foundation Models.

Jan 31, 2023 •
Learn more about Accuracy top concern for Foundation Model adoption—Poll
How Foundation Models bolster programmatic labeling
Blog
How Foundation Models bolster programmatic labeling

Snorkel CEO Alex Ratner interviews Mayee Chen about how Liger improves the effectiveness of programmatic labeling through foundation model embeddings.

Jan 26, 2023 •
Learn more about How Foundation Models bolster programmatic labeling
Snorkel AI partners with Snowflake to bring data-centric AI to the Snowflake Data Cloud
Blog
Snorkel AI partners with Snowflake to bring data-centric AI to the Snowflake Data Cloud

Snorkel AI has teamed with Snowflake to help our shared customers transform raw, unstructured data into actionable, AI-powered insights.

Jan 25, 2023 •
Learn more about Snorkel AI partners with Snowflake to bring data-centric AI to the Snowflake Data Cloud
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Webinar
Snorkel Flow Winter Release Webinar
Jan 24, 2023 •
Snorkel Team
Learn more about Snorkel Flow Winter Release Webinar
Unmasking Trafficking Risk in Commercial Sex Supply Chains with Machine Learning
Blog
Unmasking Trafficking Risk in Commercial Sex Supply Chains with Machine Learning

Hamsa Bastani presented a summary of her and her co-authors’ ongoing work using machine learning and Snorkel AI’s tools to detect and track activities that are associated with a high risk for global sex trafficking.

Jan 20, 2023 •
Learn more about Unmasking Trafficking Risk in Commercial Sex Supply Chains with Machine Learning
Prompting and weak supervision to build better, smaller models
Blog
Prompting and weak supervision to build better, smaller models

Snorkel AI co-founder and CEO Alex Ratner recently interviewed several Snorkel researchers about their published academic papers. In this video, Alex talks with Ryan Smith, Senior Applied Scientist at Snorkel, about the work he did on using foundation models to build compact, deployable, and effective models.

Jan 19, 2023 •
Learn more about Prompting and weak supervision to build better, smaller models
FM Summit shows Foundation Model hurdles and potential
Blog
FM Summit shows Foundation Model hurdles and potential

Snorkel AI held its Foundation Model Summit Jan 17, bringing together 12 presenters and over 600 attendees at 10 virtual sessions. The event drew registrants from across many sectors, including the tech industry, healthcare, and financial services.

Jan 18, 2023 •
Learn more about FM Summit shows Foundation Model hurdles and potential
Contrastive Learning boosts Foundation Model specialization
Blog
Contrastive Learning boosts Foundation Model specialization

Snorkel AI co-founder and CEO Alex Ratner talks with Ananya Kumar about the work he did on improving the effectiveness of foundation models by using contrastive learning, image augmentations, and labeled subsamples.

Jan 13, 2023 •
Learn more about Contrastive Learning boosts Foundation Model specialization
Adapting language-based models beyond English
Blog
Adapting language-based models beyond English

While a majority of Natural Language Processing (NLP) models focus on English, the real world requires solutions that work with languages across the globe. This demo shows how effectively users can build cross-language models in Snorkel Flow.

Jan 12, 2023 •
Learn more about Adapting language-based models beyond English
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