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
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
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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
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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Five sessions not to miss at Google Cloud Next 24
Blog
Five sessions not to miss at Google Cloud Next 24

Snorkel AI will be at Google Cloud Next. The event will feature more than 700 sessions, so we picked five that we think you shouldn’t miss.

Mar 27, 2024 •
Learn more about Five sessions not to miss at Google Cloud Next 24
Content filtering breakthrough: Snorkel client reaches 96% recall in 3 days
Blog
Content filtering breakthrough: Snorkel client reaches 96% recall in 3 days

Snorkel AI helped a client solve the challenge of social media content filtering quickly and sustainably. Here’s how.

Mar 26, 2024 •
Learn more about Content filtering breakthrough: Snorkel client reaches 96% recall in 3 days
Better FM performance sans fine tuning
Webinar
Better FM performance sans fine tuning

During this research talk, you’ll see how you can achieve higher model performance from foundation models such as CLIP.

Mar 21, 2024 •
Snorkel Team
Learn more about Better FM performance sans fine tuning
Here’s how Snorkel Flow + Google AI built an enterprise-ready model in a day
Blog
Here’s how Snorkel Flow + Google AI built an enterprise-ready model in a day

Google and Snorkel AI customized PaLM 2 using domain expertise and data development to improve performance by 38 F1 points in a matter of hours.

Mar 19, 2024 •
Learn more about Here’s how Snorkel Flow + Google AI built an enterprise-ready model in a day
Snorkel teams with Microsoft to showcase new AI research at NVIDIA GTC
Blog
Snorkel teams with Microsoft to showcase new AI research at NVIDIA GTC

Microsoft infrastructure facilitates Snorkel AI research experiments, including our recent high rank on the AlpacaEval 2.0 LLM leaderboard.

Learn more about Snorkel teams with Microsoft to showcase new AI research at NVIDIA GTC
How Skill-it! enables faster, better LLM training
Blog
How Skill-it! enables faster, better LLM training

Humans learn tasks better when taught in a logical order. So do LLMs. Researchers developed a way to exploit this tendency called “Skill-it!”

Mar 12, 2024 •
Learn more about How Skill-it! enables faster, better LLM training
Fine-tuned representation models boost LLM systems. Here’s how
Blog
Fine-tuned representation models boost LLM systems. Here’s how

Fine-tuned representation models are often the most effective way to boost the performance of AI applications. Learn why.

Mar 05, 2024 •
Learn more about Fine-tuned representation models boost LLM systems. Here’s how
Enterprise GenAI to surge in 2024: survey results
Blog
Enterprise GenAI to surge in 2024: survey results

Enterprise GenAI 2024: applications will likely surge toward production, according to Snorkel AI Enterprise LLM Summit survey results .

Feb 29, 2024 •
Learn more about Enterprise GenAI to surge in 2024: survey results
Large language model training: three phases that shape LLM training
Blog
Large language model training: three phases that shape LLM training

Training large language models is a multi-layered stack of processes, each with its unique role and contribution to the model’s performance.

Feb 27, 2024 •
Learn more about Large language model training: three phases that shape LLM training
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