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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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Boost foundation model results with linear probing and fine-tuning
Blog
Boost foundation model results with linear probing and fine-tuning

Ananya Kumar, Stanford Ph.D. student, explains methods to improve foundation model performance, including linear probing and fine-tuning.

Apr 05, 2023 •
Learn more about Boost foundation model results with linear probing and fine-tuning
Practical solutions: enterprise value from foundation models
Blog
Practical solutions: enterprise value from foundation models

Jimmy Lin is an NLP product lead at SambaNova Systems. He presented “A Practical Approach to Delivering Enterprise Value with Foundation Models” at Snorkel AI’s 2023 Foundation Model Virtual Summit.

Mar 31, 2023 •
Learn more about Practical solutions: enterprise value from foundation models
Snorkel Flow Spring 2023: warm starts and foundation models
Blog
Snorkel Flow Spring 2023: warm starts and foundation models

Snorkel Flow’s Spring 2023 release focuses on adapting foundation models for enterprise use—including fine-tuning and additional features.

Mar 30, 2023 •
Learn more about Snorkel Flow Spring 2023: warm starts and foundation models
Adverse drug events: how to spot them with machine learning
Blog
Adverse drug events: how to spot them with machine learning

Physician notes and other sources of unstructured data can offer insight into drugs’ negative side effects. Here’s how modern machine learning tools can help turn all that data into a useful resource.

Mar 29, 2023 •
Learn more about Adverse drug events: how to spot them with machine learning
New research expands limitations of weak supervision, foundation models
Blog
New research expands limitations of weak supervision, foundation models

Snorkel AI researchers continue to push the frontier of machine learning, as demonstrated by the 18 research papers recently added to our website.

Mar 24, 2023 •
Learn more about New research expands limitations of weak supervision, foundation models
Research roundup: dive into the latest foundation model research
Blog
Research roundup: dive into the latest foundation model research

Snorkel AI CEO and co-founder Alex Ratner recently spoke with five Snorkel researchers about their foundation model research.

Mar 23, 2023 •
Learn more about Research roundup: dive into the latest foundation model research
McKinsey QuantumBlack experts: exciting foundation model future
Blog
McKinsey QuantumBlack experts: exciting foundation model future

McKinsey’s Carlo Giovine and David Harvey present “Trends in Enterprise ML and the potential impact of Foundation Models” at Snorkel’s Foundation Model Summit.

Mar 21, 2023 •
Learn more about McKinsey QuantumBlack experts: exciting foundation model future
LandingLens: the struggle for and value of democratized AI
Blog
LandingLens: the struggle for and value of democratized AI

Dillon Laird, engineering manager at Landing AI, presents on LandingLens and democratizing AI at Snorkel AI’s 2022 FDCAI Conference.

Mar 16, 2023 •
Learn more about LandingLens: the struggle for and value of democratized AI
Cohere’s Alammar encourages effective strategy for Generative AI
Blog
Cohere’s Alammar encourages effective strategy for Generative AI

Jay Alammar, director and engineering fellow at Cohere, presents strategies to enhance the value of Generative AI.

Mar 15, 2023 •
Learn more about Cohere’s Alammar encourages effective strategy for Generative AI
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