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
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
Image for Closing the Evaluation Gap in Agentic AI
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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AI alignment made simple: innovative solutions for businesses
Blog
AI alignment made simple: innovative solutions for businesses

AI alignment ensures that AI systems align with human values, ethics, and policies. Here’s a primer on how developers can build safer AI.

Jun 27, 2024 •
Learn more about AI alignment made simple: innovative solutions for businesses
How does the Snorkel Flow label model work?
Blog
How does the Snorkel Flow label model work?

The Snorkel Flow label model plays an instrumental role in driving the enterprise value we create. Here’s a peek at how it works.

Jun 18, 2024 •
Learn more about How does the Snorkel Flow label model work?
Research Talk Alfred: Prompted Weak Supervision
Webinar
Research Talk Alfred: Prompted Weak Supervision

Learn how Alfred enables users to encode their subject matter expertise via natural language prompts for language and vision-language models.

Jun 13, 2024 •
Snorkel Team
Learn more about Research Talk Alfred: Prompted Weak Supervision
Vision language models: how LLMs boost image classification
Blog
Vision language models: how LLMs boost image classification

Vision language models demonstrate impressive image classification capabilities, but LLMs can help improve their performance. Learn how.

Jun 12, 2024 •
Learn more about Vision language models: how LLMs boost image classification
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Webinar
How to fine-tune LLMs to perform specialized tasks accurately

Learn how to fine-tune LLMs like Meta’s Llama 3 for specialized tasks and see a live demo of curating high-quality training data with Snorkel Flow

Jun 07, 2024 •
Snorkel Team
Learn more about How to fine-tune LLMs to perform specialized tasks accurately
Long context models in the enterprise: benchmarks and beyond
Blog
Long context models in the enterprise: benchmarks and beyond

Snorkel researchers devised a new way to evaluate long context models and address their “lost-in-the-middle” challenges with mediod voting.

Jun 06, 2024 •
Learn more about Long context models in the enterprise: benchmarks and beyond
Universalizing weak supervision
Webinar
Universalizing weak supervision
Jun 05, 2024 •
Snorkel Team
Learn more about Universalizing weak supervision
How to build production-grade RAG retrieval with Snorkel Flow
Blog
How to build production-grade RAG retrieval with Snorkel Flow

See a walkthrough of how Snorkel Flow users build applications with production-grade RAG retrieval components.

Jun 04, 2024 •
Learn more about How to build production-grade RAG retrieval with Snorkel Flow
How to align LLMs to enterprise objectives/policies
Webinar
How to align LLMs to enterprise objectives/policies

Learn how to optimize RAG components to increase accuracy with programmatic data development in this free webinar.

May 31, 2024 •
Snorkel Team
Learn more about How to align LLMs to enterprise objectives/policies
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