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

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
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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 Evaluating coding agent capabilities with Terminal-Bench: Snorkel’s role in building the next generation benchmark
Blog

Evaluating coding agent capabilities with Terminal-Bench: Snorkel’s role in building the next generation benchmark

Announcing a $3M commitment to launch Open Benchmarks Grants
September 30, 2025
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
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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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Building the data development platform for specialized AI
Blog
Building the data development platform for specialized AI

Announcing two new products on our AI Data Development Platform that together create a complete solution for enterprises to specialize AI systems with expert data at scale.

May 29, 2025
Learn more about Building the data development platform for specialized AI
Experian improved agent response times under 3 seconds with Snorkel
Case study
Experian improved agent response times under 3 seconds with Snorkel

Experian’s customer support team used to require agents to manually find and customize templates to respond to common questions.

May 29, 2025
Snorkel Team
Learn more about Experian improved agent response times under 3 seconds with Snorkel
How Rox achieved 99% accuracy with Snorkel
Case study
How Rox achieved 99% accuracy with Snorkel

Enterprises facing aggressive revenue targets without more headcount are turning to agentic AI innovator Rox. Rox is redefining the revenue stack with it’s AI-powered sales productivity platform, starting with the Rox sales agent swarm which provides agents that can perform at the level of top sales reps.

May 29, 2025
Snorkel Team
Learn more about How Rox achieved 99% accuracy with Snorkel
How an F500 telecom uses Snorkel AI to measure and improve virtual assistant CX
Case study
How an F500 telecom uses Snorkel AI to measure and improve virtual assistant CX

Our client values customer satisfaction as a core business goal, but their ability to track it with their virtual assistant was limited. The company typically tried to collect experience ratings at the end of interactions. Customers answered these surveys infrequently—and typically when dissatisfied—making the data unreliable in its raw form.

May 16, 2025
Snorkel Team
Learn more about How an F500 telecom uses Snorkel AI to measure and improve virtual assistant CX
Webinar
Evaluating enterprise GenAI apps with Snorkel–fast, actionable, and aligned

In this webinar, learn how leading AI teams use Snorkel GenAI evaluation to accelerate the process by combining programmatic evaluation with SME-in-the-loop workflows, identify where and why failures occur within your business context, and establish reliability and trust through validation.

Mar 31, 2025
Snorkel Team
Learn more about Evaluating enterprise GenAI apps with Snorkel–fast, actionable, and aligned
LLM-as-a-judge for enterprises: evaluate model alignment at scale
Blog
LLM-as-a-judge for enterprises: evaluate model alignment at scale

Discover how enterprises can leverage LLM-as-Judge systems to evaluate generative AI outputs at scale, improve model alignment, reduce costs, and tackle challenges like bias and interpretability.

Mar 26, 2025
Learn more about LLM-as-a-judge for enterprises: evaluate model alignment at scale
Why GenAI evaluation requires SME-in-the-loop for validation and trust
Blog
Why GenAI evaluation requires SME-in-the-loop for validation and trust

It’s critical enterprises can trust and rely on GenAI evaluation results, and for that, SME-in-the-loop workflows are needed. In my first blog post on enterprise GenAI evaluation, I discussed the importance of specialized evaluators as a scalable proxy for SMEs. It simply isn’t practical to task SMEs with performing manual evaluations – it can take weeks if not longer, unnecessarily…

Mar 20, 2025
Learn more about Why GenAI evaluation requires SME-in-the-loop for validation and trust
Research spotlight: is long chain-of-thought structure all that matters when it comes to LLM reasoning distillation?
Blog
Research spotlight: is long chain-of-thought structure all that matters when it comes to LLM reasoning distillation?

We’re taking a look at the research paper, LLMs can easily learn to reason from demonstration (Li et al., 2025), in this week’s community research spotlight. It focuses on how the structure of reasoning traces impacts distillation from models such as DeepSeek R1. What’s the big idea regarding LLM reasoning distillation? The reasoning capabilities of powerful models such as DeepSeek…

Mar 19, 2025
Learn more about Research spotlight: is long chain-of-thought structure all that matters when it comes to LLM reasoning distillation?
Why enterprise GenAI evaluation requires fine-grained metrics to be insightful
Blog
Why enterprise GenAI evaluation requires fine-grained metrics to be insightful

GenAI needs fine-grained evaluation for AI teams to gain actionable insights.

Mar 18, 2025
Learn more about Why enterprise GenAI evaluation requires fine-grained metrics to be insightful
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