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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
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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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LoRA: Low-Rank Adaptation for LLMs
Blog
LoRA: Low-Rank Adaptation for LLMs

Low-rank adaptation (LoRA) lets data scientists customize GenAI models like LLMs faster than traditional full fine-tuning methods.

Feb 21, 2024 •
Learn more about LoRA: Low-Rank Adaptation for LLMs
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Blog
LLM distillation demystified: a complete guide

LLM distillation isolates task-specific LLM performance and mirrors it in a smaller format—creating faster and cheaper performance.

Feb 13, 2024 •
Learn more about LLM distillation demystified: a complete guide
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Webinar
Booth Demo

In this webinar, you’ll learn how your unique data is critical to developing high-quality generative AI applications and learn where your data can be used and how it should be prepared, managed, and applied to deliver real-world value for your organization.

Feb 13, 2024 •
Snorkel Team
Learn more about Booth Demo
Enterprises must shift their focus from models to data in AI development
Blog
Enterprises must shift their focus from models to data in AI development

Snorkel AI CEO Alex Ratner explains his view on the importance of AI in data development and illustrates his position with two case studies.

Feb 09, 2024 •
Learn more about Enterprises must shift their focus from models to data in AI development
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Webinar
Productionizing GenAI for Healthcare with AI Data Development

In this webinar, you’ll learn how your unique data is critical to developing high-quality generative AI applications and learn where your data can be used and how it should be prepared, managed, and applied to deliver real-world value for your organization.

Feb 07, 2024 •
Snorkel Team
Learn more about Productionizing GenAI for Healthcare with AI Data Development
Insurance’s GenAI revolution: a business perspective
Blog
Insurance’s GenAI revolution: a business perspective

Snorkel CEO Alex Ratner talks with QBE Ventures’ Alex Taylor about the future of AI, LLMs and multimodal models in the insurance industry.

Feb 06, 2024 •
Learn more about Insurance’s GenAI revolution: a business perspective
Scaling human preferences in AI: Snorkel’s programmatic approach
Blog
Scaling human preferences in AI: Snorkel’s programmatic approach

We’ve developed new approaches to scale human preferences and align LLM output to enterprise users’ expectations by magnifying SME impact.

Jan 31, 2024 •
Learn more about Scaling human preferences in AI: Snorkel’s programmatic approach
Building better enterprise AI: incorporating expert feedback in system development
Blog
Building better enterprise AI: incorporating expert feedback in system development

Enterprises that aim to build valuable GenAI applications must view them from a systems-level. LLMs are just one part of an ecosystem.

Jan 30, 2024 •
Learn more about Building better enterprise AI: incorporating expert feedback in system development
“Fall in love with your data”—Snorkel AI’s Enterprise LLM Summit
Blog
“Fall in love with your data”—Snorkel AI’s Enterprise LLM Summit

Snorkel AI’s Jan. 25 Enterprise LLM Summit focused on one theme: AI data development drives enterprise AI success.

Jan 26, 2024 •
Learn more about “Fall in love with your data”—Snorkel AI’s Enterprise LLM Summit
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